{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "f8818773-a629-472e-9cc1-54fb35e99670",
    "_uuid": "b3df1cdd81022580f5a7613271b1309641b26157",
    "id": "lxhqbhwbbzkG"
   },
   "source": [
    "# Skillbox. Мастер-класс: Разведочный анализ данных + Подготовка отчётов — Kiva.org\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NoDPJpRubzkJ"
   },
   "source": [
    "#  1. Kiva и её деятельность\n",
    "***\n",
    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/c/cd/Kiva.org_logo_2016.svg/640px-Kiva.org_logo_2016.svg.png\" width=\"500\" height=\"200\" />\n",
    "\n",
    "Kiva — это некоммерческая организация, которая позволяет нуждающимся более чем в 80 странах мира получать финансирование под различного рода проекты и нужды.\n",
    "\n",
    "Девиз Kiva — **Make a loan, change a life**.\n",
    "\n",
    "В основном деятельность Kiva связана с поддержкой населения, развитием малого бизнеса, а также финансированием социальных проектов. \n",
    "Список заявок, назначений и стран, нуждающихся в финансировании, можно посмотреть на сайте [kiva.org](https://www.kiva.org).\n",
    "Это темы, так или иначе связанные с сельским хозяйством, питанием, здоровьем и гигиеной, розничной торговлей и поддержкой малого бизнеса."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "W0BWVFehbzkM"
   },
   "source": [
    "## 1.1. Kiva в цифрах\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "i4u0IF9CbzkP"
   },
   "source": [
    "**На сегодняшний день Kiva профинансировала 2 млн заёмщиков на сумму более 1 млрд долларов. Она считается одним из главных участников борьбы с бедностью, особенно во многих африканских странах.**\n",
    "\n",
    "* За время существования Kiva помогла 2,7 млн нуждающихся.\n",
    "* 1,7 млн небезразличных участников, желающих помочь.\n",
    "* 83 страны.\n",
    "* Сумма средств, финансируемых через Kiva, составляет $1,11 млрд.\n",
    "* 97,0% — доля возврата средств инвесторам (очень высокий показатель).\n",
    "* 81% заёмщиков Kiva — женщины.\n",
    "* Кредит Kiva финансируется каждые 2 минуты.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "K6Kv14VybzkR"
   },
   "source": [
    "## 1.2. Как работает Kiva\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TsFqlh-YbzkT"
   },
   "source": [
    "<img src=\"https://miro.medium.com/max/1400/1*I-5sWkHtvaSSkYfCs-PptA.png\" width=\"1024\" height=\"737\" />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_vdjbKbSbzkX"
   },
   "source": [
    "## 1.3. Постановка задач и формулирование вопросов\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Vzq7tLrnbzkZ"
   },
   "source": [
    "Kiva хочет сделать так, чтобы собранные деньги тратились с максимальной пользой. В первую очередь их интересуют не дисперсия пожертвований и статистические показатели, а ощутимые выводы и рекомендации, которые позволят организации работать эффективнее и лучше понимать специфику потребностей и уровень бедности в разных странах и регионах. \n",
    "\n",
    "- Проверьте, насколько имеющиеся данные чисты, то есть подвержены выбросам, пропущенным и недействительным значениям.\n",
    "- Ознакомьтесь с датасетом, изучите его базовые характеристики, выявите первоначальные зависимости.\n",
    "- Изучите основные демографические характеристики людей, которые используют Kiva. Из каких они регионов и стран? Какова гендерная характеристика заёмщиков?\n",
    "- Посмотрите, для каких целей людям нужны средства и какие суммы они просят. Изучите сектора экономики, виды деятельности и сделайте выводы о том, как обстоят дела в каждом из них.\n",
    "- Немаловажным является ещё один вопрос: как долго заёмщикам приходится ждать полного финансирования заявки? Известно, что некоторые люди на платформе просят ссуды на неотложные нужды.\n",
    "- Попробуйте изучить факторы, влияющие на время, которое потребуется на погашение ссуды и суммы кредита. Возможно, это поможет лучше узнать, сколько люди в конкретных регионах могут себе позволить выплачивать на самые важные нужды.\n",
    "- Сформулируйте основные выводы и приложите визуальные материалы, подкрепляющие их.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "h1cpdPuTbzkc"
   },
   "source": [
    "## 1.4. Набор данных от Kiva\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pQIQlBKLbzkd"
   },
   "source": [
    "**kiva_loans** — это набор данных, который содержит большую часть информации о займах:\n",
    "- id — уникальный идентификатор для кредита.\n",
    "- funded_amount — сумма, выплаченная Kiva агенту на местах (USD).\n",
    "- loan_amount — сумма, выплаченная полевым агентом заёмщику (USD).\n",
    "- sector — сектор использования займа.\n",
    "- activity — более гранулированная категория.\n",
    "- use — назначение использования суммы кредита.\n",
    "- country_code — ISO-код страны страны, в которой был выдан заём.\n",
    "- country — полное название страны, в которой был выдан кредит.\n",
    "- posted_time — время, в которое заявка была опубликована на Kiva.\n",
    "- disbursed_time — время, когда кредитный агент выдал заёмщику сумму.\n",
    "- funded_time — время, когда заявка полностью финансируется кредиторами.\n",
    "- term_in_months — срок, на который был выдан кредит в месяцах.\n",
    "- lender_count — общее количество кредиторов, которые внесли свой вклад в этот кредит.\n",
    "- loaner_genders — разделённые запятыми буквы M, F, где каждый экземпляр представляет одного мужчину/женщину в группе.\n",
    "\n",
    "**kiva_mpi_region_locations** — Набор данных о регионах с показателями MPI:\n",
    "(Global Multidimensional Poverty Index — глобальный индекс бедности) ряда регионов (субнациональных) в мире.  Чем больше это значение, тем выше уровень бедности в соответствующем регионе. \n",
    "- country — страна.\n",
    "- region — регион в стране.\n",
    "- world_region — часть света.\n",
    "- MPI — многомерный индекс бедности.\n",
    "- geo — координаты (широта, долгота).\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "si8OHBJ4bzkf",
    "toc-hr-collapsed": false
   },
   "source": [
    "# 2. Разведочный анализ данных\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6VygndN3bzkg"
   },
   "source": [
    "bold text## 2.1. Знакомство с датасетом\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "P_mmS-Ajbzki"
   },
   "source": [
    "Давайте импортируем необходимые библиотеки и загрузим предоставленные наборы данных в память."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "vhJB7b6nlkC_"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: missingno in c:\\as\\anaconda\\lib\\site-packages (0.4.2)\n",
      "Requirement already satisfied: numpy in c:\\as\\anaconda\\lib\\site-packages (from missingno) (1.19.5)\n",
      "Requirement already satisfied: scipy in c:\\as\\anaconda\\lib\\site-packages (from missingno) (1.6.2)\n",
      "Requirement already satisfied: seaborn in c:\\as\\anaconda\\lib\\site-packages (from missingno) (0.11.1)\n",
      "Requirement already satisfied: matplotlib in c:\\as\\anaconda\\lib\\site-packages (from missingno) (3.4.2)\n",
      "Requirement already satisfied: pillow>=6.2.0 in c:\\as\\anaconda\\lib\\site-packages (from matplotlib->missingno) (8.0.0)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in c:\\as\\anaconda\\lib\\site-packages (from matplotlib->missingno) (2.4.7)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\as\\anaconda\\lib\\site-packages (from matplotlib->missingno) (0.10.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\as\\anaconda\\lib\\site-packages (from matplotlib->missingno) (1.3.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\as\\anaconda\\lib\\site-packages (from matplotlib->missingno) (2.8.1)\n",
      "Requirement already satisfied: six in c:\\as\\anaconda\\lib\\site-packages (from cycler>=0.10->matplotlib->missingno) (1.15.0)\n",
      "Requirement already satisfied: pandas>=0.23 in c:\\as\\anaconda\\lib\\site-packages (from seaborn->missingno) (1.2.4)\n",
      "Requirement already satisfied: pytz>=2017.3 in c:\\as\\anaconda\\lib\\site-packages (from pandas>=0.23->seaborn->missingno) (2021.1)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: You are using pip version 21.0.1; however, version 21.1.3 is available.\n",
      "You should consider upgrading via the 'C:\\AS\\anaconda\\python.exe -m pip install --upgrade pip' command.\n"
     ]
    }
   ],
   "source": [
    "!pip install missingno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "8e5fc6b2-fb5f-4232-98f2-5d509b705b85",
    "_uuid": "f8535617e3348e7e9f76a56c3d3347e7967c5c82",
    "id": "xJoUUhTQbzkk"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import math\n",
    "import missingno as msno\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "palette = plt.get_cmap('Set2')\n",
    "\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "884e4e20-07c6-497c-9d95-1f14c0753183",
    "_uuid": "b51373bcf63d9054fd6fb9fcf5451e68fce14c9b",
    "id": "vWEjT7lKbzkv"
   },
   "outputs": [],
   "source": [
    "df_kiva_loans = pd.read_csv(\"kiva_loans.csv\")\n",
    "df_mpi = pd.read_csv(\"kiva_mpi_region_locations.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1vs0W-jQbzk2"
   },
   "source": [
    "Для начала наша задача состоит в том, чтобы взглянуть на небольшой кусочек предоставленных данных."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "8eiL-qVnbzk3",
    "outputId": "4346b05c-85dd-4d6a-ba71-e9f910767628"
   },
   "outputs": [
    {
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       "      <td>Transportation</td>\n",
       "      <td>To repair their old cycle-van and buy another ...</td>\n",
       "      <td>IN</td>\n",
       "      <td>India</td>\n",
       "      <td>Maynaguri</td>\n",
       "      <td>INR</td>\n",
       "      <td>334.0</td>\n",
       "      <td>2014-01-01 09:58:07+00:00</td>\n",
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       "      <td>2014-01-01 16:01:36+00:00</td>\n",
       "      <td>43.0</td>\n",
       "      <td>6</td>\n",
       "      <td>user_favorite, user_favorite</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>Agriculture</td>\n",
       "      <td>[True, u'para compara: cemento, arenya y ladri...</td>\n",
       "      <td>PY</td>\n",
       "      <td>Paraguay</td>\n",
       "      <td>Concepción</td>\n",
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       "      <td>58.0</td>\n",
       "      <td>2017-07-25 16:55:34+00:00</td>\n",
       "      <td>2017-07-25 07:00:00+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
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       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671201</th>\n",
       "      <td>1340316</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Livestock</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>[True, u'to start a turducken farm.'] - this l...</td>\n",
       "      <td>KE</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2017-07-25 06:14:08+00:00</td>\n",
       "      <td>2017-07-24 07:00:00+00:00</td>\n",
       "      <td>2017-07-26 02:09:43+00:00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671202</th>\n",
       "      <td>1340334</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Games</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KE</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2017-07-26 00:02:07+00:00</td>\n",
       "      <td>2017-07-25 07:00:00+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671203</th>\n",
       "      <td>1340338</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Livestock</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>[True, u'to start a turducken farm.'] - this l...</td>\n",
       "      <td>KE</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2017-07-26 06:12:55+00:00</td>\n",
       "      <td>2017-07-25 07:00:00+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671204</th>\n",
       "      <td>1340339</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Livestock</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>[True, u'to start a turducken farm.'] - this l...</td>\n",
       "      <td>KE</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2017-07-26 06:31:46+00:00</td>\n",
       "      <td>2017-07-25 07:00:00+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>671205 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  funded_amount  loan_amount             activity  \\\n",
       "0        653051          300.0        300.0  Fruits & Vegetables   \n",
       "1        653053          575.0        575.0             Rickshaw   \n",
       "2        653068          150.0        150.0       Transportation   \n",
       "3        653063          200.0        200.0           Embroidery   \n",
       "4        653084          400.0        400.0           Milk Sales   \n",
       "...         ...            ...          ...                  ...   \n",
       "671200  1340323            0.0         25.0            Livestock   \n",
       "671201  1340316           25.0         25.0            Livestock   \n",
       "671202  1340334            0.0         25.0                Games   \n",
       "671203  1340338            0.0         25.0            Livestock   \n",
       "671204  1340339            0.0         25.0            Livestock   \n",
       "\n",
       "                sector                                                use  \\\n",
       "0                 Food            To buy seasonal, fresh fruits to sell.    \n",
       "1       Transportation  to repair and maintain the auto rickshaw used ...   \n",
       "2       Transportation  To repair their old cycle-van and buy another ...   \n",
       "3                 Arts  to purchase an embroidery machine and a variet...   \n",
       "4                 Food                           to purchase one buffalo.   \n",
       "...                ...                                                ...   \n",
       "671200     Agriculture  [True, u'para compara: cemento, arenya y ladri...   \n",
       "671201     Agriculture  [True, u'to start a turducken farm.'] - this l...   \n",
       "671202   Entertainment                                                NaN   \n",
       "671203     Agriculture  [True, u'to start a turducken farm.'] - this l...   \n",
       "671204     Agriculture  [True, u'to start a turducken farm.'] - this l...   \n",
       "\n",
       "       country_code   country        region currency  partner_id  \\\n",
       "0                PK  Pakistan        Lahore      PKR       247.0   \n",
       "1                PK  Pakistan        Lahore      PKR       247.0   \n",
       "2                IN     India     Maynaguri      INR       334.0   \n",
       "3                PK  Pakistan        Lahore      PKR       247.0   \n",
       "4                PK  Pakistan  Abdul Hakeem      PKR       245.0   \n",
       "...             ...       ...           ...      ...         ...   \n",
       "671200           PY  Paraguay    Concepción      USD        58.0   \n",
       "671201           KE     Kenya           NaN      KES       138.0   \n",
       "671202           KE     Kenya           NaN      KES       138.0   \n",
       "671203           KE     Kenya           NaN      KES       138.0   \n",
       "671204           KE     Kenya           NaN      KES       138.0   \n",
       "\n",
       "                      posted_time             disbursed_time  \\\n",
       "0       2014-01-01 06:12:39+00:00  2013-12-17 08:00:00+00:00   \n",
       "1       2014-01-01 06:51:08+00:00  2013-12-17 08:00:00+00:00   \n",
       "2       2014-01-01 09:58:07+00:00  2013-12-17 08:00:00+00:00   \n",
       "3       2014-01-01 08:03:11+00:00  2013-12-24 08:00:00+00:00   \n",
       "4       2014-01-01 11:53:19+00:00  2013-12-17 08:00:00+00:00   \n",
       "...                           ...                        ...   \n",
       "671200  2017-07-25 16:55:34+00:00  2017-07-25 07:00:00+00:00   \n",
       "671201  2017-07-25 06:14:08+00:00  2017-07-24 07:00:00+00:00   \n",
       "671202  2017-07-26 00:02:07+00:00  2017-07-25 07:00:00+00:00   \n",
       "671203  2017-07-26 06:12:55+00:00  2017-07-25 07:00:00+00:00   \n",
       "671204  2017-07-26 06:31:46+00:00  2017-07-25 07:00:00+00:00   \n",
       "\n",
       "                      funded_time  term_in_months  lender_count  \\\n",
       "0       2014-01-02 10:06:32+00:00            12.0            12   \n",
       "1       2014-01-02 09:17:23+00:00            11.0            14   \n",
       "2       2014-01-01 16:01:36+00:00            43.0             6   \n",
       "3       2014-01-01 13:00:00+00:00            11.0             8   \n",
       "4       2014-01-01 19:18:51+00:00            14.0            16   \n",
       "...                           ...             ...           ...   \n",
       "671200                        NaN            13.0             0   \n",
       "671201  2017-07-26 02:09:43+00:00            13.0             1   \n",
       "671202                        NaN            13.0             0   \n",
       "671203                        NaN            13.0             0   \n",
       "671204                        NaN            13.0             0   \n",
       "\n",
       "                                tags borrower_genders repayment_interval  \\\n",
       "0                                NaN           female          irregular   \n",
       "1                                NaN   female, female          irregular   \n",
       "2       user_favorite, user_favorite           female             bullet   \n",
       "3                                NaN           female          irregular   \n",
       "4                                NaN           female            monthly   \n",
       "...                              ...              ...                ...   \n",
       "671200                           NaN           female            monthly   \n",
       "671201                           NaN           female            monthly   \n",
       "671202                           NaN              NaN            monthly   \n",
       "671203                           NaN           female            monthly   \n",
       "671204                           NaN           female            monthly   \n",
       "\n",
       "              date  \n",
       "0       2014-01-01  \n",
       "1       2014-01-01  \n",
       "2       2014-01-01  \n",
       "3       2014-01-01  \n",
       "4       2014-01-01  \n",
       "...            ...  \n",
       "671200  2017-07-25  \n",
       "671201  2017-07-25  \n",
       "671202  2017-07-26  \n",
       "671203  2017-07-26  \n",
       "671204  2017-07-26  \n",
       "\n",
       "[671205 rows x 20 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_kiva_loans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "d3a04d10-5621-4011-bbbb-d6e6ac1ca50c",
    "_uuid": "dcb71ee2f280b78a9ec296b1463c4e9cd2650217",
    "id": "Riz89_LzbzlA"
   },
   "source": [
    "Давайте посмотрим на наличие пропущенных значений, чтобы не столкнуться с неприятными сюрпризами при дальнейшей работе."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "PVYMmKFmbzlB",
    "outputId": "3443cba9-59b0-4dd3-a715-ae792f39f546"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(df_kiva_loans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_cell_guid": "c4d23a80-e5a6-403a-8aca-82ce4d1a16ba",
    "_uuid": "813f49ad10b39fb6191b772310c6a2b14e684769",
    "id": "ZBTLkTk5bzlH",
    "outputId": "f340fb55-5987-4018-ecf8-e0bf6d7a9cea"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.matrix(df_kiva_loans)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "fbb78944-72ba-4e43-bcb6-7b70276c8d86",
    "_uuid": "64bc55959e90408b6737e6ce5e41daaca72272e7",
    "id": "amZUBtfNbzlM"
   },
   "source": [
    "Столбец тегов содержит много пропущенных значений. Также столбец с датой, когда запрашиваемая сумма была собрана на платформе Kiva, имеет около 8% пропусков. Это может означать либо то, что сумма пока не собрана, либо то, что она не была отражена в выгрузке корректно."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "uH9fr87NbzlN"
   },
   "source": [
    "Далее приступим к изучению каждого атрибута датасета по отдельности и выведем ряд статистик для каждого из них."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "Px67JP1hbzlN",
    "outputId": "0089e19e-b2c5-43a7-a3bb-cf6942434f84"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                      int64\n",
       "funded_amount         float64\n",
       "loan_amount           float64\n",
       "activity               object\n",
       "sector                 object\n",
       "use                    object\n",
       "country_code           object\n",
       "country                object\n",
       "region                 object\n",
       "currency               object\n",
       "partner_id            float64\n",
       "posted_time            object\n",
       "disbursed_time         object\n",
       "funded_time            object\n",
       "term_in_months        float64\n",
       "lender_count            int64\n",
       "tags                   object\n",
       "borrower_genders       object\n",
       "repayment_interval     object\n",
       "date                   object\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_kiva_loans.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "_lp7ZrOrbzlR",
    "outputId": "6aab2c47-73c9-455e-b471-749e2eaa836d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>funded_amount</th>\n",
       "      <th>loan_amount</th>\n",
       "      <th>partner_id</th>\n",
       "      <th>term_in_months</th>\n",
       "      <th>lender_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6.712050e+05</td>\n",
       "      <td>671205.000000</td>\n",
       "      <td>671205.000000</td>\n",
       "      <td>657698.000000</td>\n",
       "      <td>671205.000000</td>\n",
       "      <td>671205.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9.932486e+05</td>\n",
       "      <td>785.995061</td>\n",
       "      <td>842.397107</td>\n",
       "      <td>178.199616</td>\n",
       "      <td>13.739022</td>\n",
       "      <td>20.590922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.966113e+05</td>\n",
       "      <td>1130.398941</td>\n",
       "      <td>1198.660073</td>\n",
       "      <td>94.247581</td>\n",
       "      <td>8.598919</td>\n",
       "      <td>28.459551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.530470e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>8.230720e+05</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>275.000000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>9.927800e+05</td>\n",
       "      <td>450.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>145.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>13.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.163653e+06</td>\n",
       "      <td>900.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>204.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>24.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.340339e+06</td>\n",
       "      <td>100000.000000</td>\n",
       "      <td>100000.000000</td>\n",
       "      <td>536.000000</td>\n",
       "      <td>158.000000</td>\n",
       "      <td>2986.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id  funded_amount    loan_amount     partner_id  \\\n",
       "count  6.712050e+05  671205.000000  671205.000000  657698.000000   \n",
       "mean   9.932486e+05     785.995061     842.397107     178.199616   \n",
       "std    1.966113e+05    1130.398941    1198.660073      94.247581   \n",
       "min    6.530470e+05       0.000000      25.000000       9.000000   \n",
       "25%    8.230720e+05     250.000000     275.000000     126.000000   \n",
       "50%    9.927800e+05     450.000000     500.000000     145.000000   \n",
       "75%    1.163653e+06     900.000000    1000.000000     204.000000   \n",
       "max    1.340339e+06  100000.000000  100000.000000     536.000000   \n",
       "\n",
       "       term_in_months   lender_count  \n",
       "count   671205.000000  671205.000000  \n",
       "mean        13.739022      20.590922  \n",
       "std          8.598919      28.459551  \n",
       "min          1.000000       0.000000  \n",
       "25%          8.000000       7.000000  \n",
       "50%         13.000000      13.000000  \n",
       "75%         14.000000      24.000000  \n",
       "max        158.000000    2986.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_kiva_loans.describe(include=[np.number])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "SYVZGJ-AbzlY",
    "outputId": "3869a8fb-69bd-45ea-f931-0f9dad1344ea"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>activity</th>\n",
       "      <th>sector</th>\n",
       "      <th>use</th>\n",
       "      <th>country_code</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>currency</th>\n",
       "      <th>posted_time</th>\n",
       "      <th>disbursed_time</th>\n",
       "      <th>funded_time</th>\n",
       "      <th>tags</th>\n",
       "      <th>borrower_genders</th>\n",
       "      <th>repayment_interval</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>671205</td>\n",
       "      <td>671205</td>\n",
       "      <td>666973</td>\n",
       "      <td>671197</td>\n",
       "      <td>671205</td>\n",
       "      <td>614405</td>\n",
       "      <td>671205</td>\n",
       "      <td>671205</td>\n",
       "      <td>668809</td>\n",
       "      <td>622874</td>\n",
       "      <td>499789</td>\n",
       "      <td>666984</td>\n",
       "      <td>671205</td>\n",
       "      <td>671205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>163</td>\n",
       "      <td>15</td>\n",
       "      <td>424912</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>12695</td>\n",
       "      <td>67</td>\n",
       "      <td>667399</td>\n",
       "      <td>5719</td>\n",
       "      <td>498007</td>\n",
       "      <td>86719</td>\n",
       "      <td>11298</td>\n",
       "      <td>4</td>\n",
       "      <td>1298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Farming</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>to buy a water filter to provide safe drinking...</td>\n",
       "      <td>PH</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Kaduna</td>\n",
       "      <td>PHP</td>\n",
       "      <td>2017-05-15 00:00:00+00:00</td>\n",
       "      <td>2017-02-01 08:00:00+00:00</td>\n",
       "      <td>2016-09-21 13:03:24+00:00</td>\n",
       "      <td>user_favorite</td>\n",
       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>72955</td>\n",
       "      <td>180302</td>\n",
       "      <td>5217</td>\n",
       "      <td>160441</td>\n",
       "      <td>160441</td>\n",
       "      <td>10000</td>\n",
       "      <td>160440</td>\n",
       "      <td>25</td>\n",
       "      <td>2800</td>\n",
       "      <td>33</td>\n",
       "      <td>27088</td>\n",
       "      <td>426502</td>\n",
       "      <td>342717</td>\n",
       "      <td>1308</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       activity       sector  \\\n",
       "count    671205       671205   \n",
       "unique      163           15   \n",
       "top     Farming  Agriculture   \n",
       "freq      72955       180302   \n",
       "\n",
       "                                                      use country_code  \\\n",
       "count                                              666973       671197   \n",
       "unique                                             424912           86   \n",
       "top     to buy a water filter to provide safe drinking...           PH   \n",
       "freq                                                 5217       160441   \n",
       "\n",
       "            country  region currency                posted_time  \\\n",
       "count        671205  614405   671205                     671205   \n",
       "unique           87   12695       67                     667399   \n",
       "top     Philippines  Kaduna      PHP  2017-05-15 00:00:00+00:00   \n",
       "freq         160441   10000   160440                         25   \n",
       "\n",
       "                   disbursed_time                funded_time           tags  \\\n",
       "count                      668809                     622874         499789   \n",
       "unique                       5719                     498007          86719   \n",
       "top     2017-02-01 08:00:00+00:00  2016-09-21 13:03:24+00:00  user_favorite   \n",
       "freq                         2800                         33          27088   \n",
       "\n",
       "       borrower_genders repayment_interval        date  \n",
       "count            666984             671205      671205  \n",
       "unique            11298                  4        1298  \n",
       "top              female            monthly  2017-03-20  \n",
       "freq             426502             342717        1308  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_kiva_loans.describe(include=[np.object])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7aYWsAfJbzld"
   },
   "source": [
    "**Первые очевидные результаты и выводы, которые мы можем сделать:**\n",
    "* В этом датасете содержатся данные о **87** странах почти на всех континентах, где люди запрашивали помощь на финансирование проектов.\n",
    "* Страной с самым большим количеством займов являются **Филиппины**.\n",
    "* Наиболее популярной категорией является **сельское хозяйство**.\n",
    "* Имеется довольно широкий разброс значений по ряду числовых атрибутов, таких как сумма займа, срок погашения кредита.\n",
    "* В этом наборе данных **11 298** разных значений пола! Очевидно, что это невозможно. Надо обязательно попытаться понять, почему у нас такой набор значений. Помним, что для качественной аналитики нужно понимать анализируемый продукт. Поэтому ответ на этот вопрос очень важен.\n",
    "* Среднее финансирование в мире составляет **786** долларов, а медианное финансирование — **450** долларов. Возможно, это означает, что существует небольшая доля заявок с крупными суммами. Стоит попытаться понять, кому и на какие нужды могли понадобиться такие суммы, а также то, насколько быстро деньги попали к заявителю после публикации заявки.\n",
    "* Что ещё более важно: есть только 1298 различных дат, в которые были опубликованы заявки на кредиты. Если мы подсчитаем соотношение, то это означает, что в Kiva ежедневно выдаётся более **500** займов. Это даёт нам чёткое представление о том, насколько важна эта краудсорсинговая платформа и какое влияние она оказывает.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rbyJBlFObzle",
    "toc-hr-collapsed": false
   },
   "source": [
    "## 2.2. Пользователи Kiva\n",
    "***\n",
    "\n",
    "В этой части мы сосредоточимся на основных демографических свойствах людей, которые можно получить из выгрузки: где они живут, какой у них пол, для каких нужд они запрашивают финансирование."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "G6cSqaahbzlf"
   },
   "source": [
    "### 2.2.1. Из каких стран эти люди?\n",
    "***\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aSPgBKXpbzlg"
   },
   "source": [
    "Чтобы получить наиболее (статистически) значимые результаты, оставим только те страны, которые составляют не менее 0,5% сообщества Kiva."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_cell_guid": "d25e9f7f-e591-4b75-be83-8473fd079995",
    "_uuid": "6cb0e236664f9940d09e42b7cb8c1612f0ccb41d",
    "id": "DIk9u1sebzlh"
   },
   "outputs": [],
   "source": [
    "countries = df_kiva_loans['country'].value_counts()[df_kiva_loans['country'].value_counts(normalize=True)> 0.005]\n",
    "list_countries = list(countries.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "uwm-F7mSbzll",
    "outputId": "70213d14-4b1e-4490-83b2-9f2ddc625f54"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Philippines      160441\n",
       "Kenya             75825\n",
       "El Salvador       39875\n",
       "Cambodia          34836\n",
       "Pakistan          26857\n",
       "Peru              22233\n",
       "Colombia          21995\n",
       "Uganda            20601\n",
       "Tajikistan        19580\n",
       "Ecuador           13521\n",
       "Paraguay          11903\n",
       "Nicaragua         11781\n",
       "India             11237\n",
       "Vietnam           10843\n",
       "Nigeria           10136\n",
       "Bolivia            8806\n",
       "Lebanon            8792\n",
       "Armenia            8631\n",
       "Palestine          8167\n",
       "Samoa              7396\n",
       "Guatemala          7310\n",
       "Rwanda             6735\n",
       "Mali               6639\n",
       "Honduras           6557\n",
       "Indonesia          6214\n",
       "United States      6093\n",
       "Kyrgyzstan         5774\n",
       "Togo               5749\n",
       "Mexico             5741\n",
       "Sierra Leone       5415\n",
       "Tanzania           5219\n",
       "Ghana              4374\n",
       "Jordan             4167\n",
       "Zimbabwe           4034\n",
       "Madagascar         3821\n",
       "Liberia            3682\n",
       "Haiti              3618\n",
       "Mozambique         3483\n",
       "Name: country, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_cell_guid": "a39b80a2-f98c-4c9b-ae33-49e608e0b2f7",
    "_uuid": "337e16efd7ea1390657d50d9644f32df483be3d5",
    "id": "9Ntr_yVsbzlp",
    "outputId": "8decd693-9ecc-4960-dda7-f79e3a3a4c00"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Количество займов в разрезе стран\", fontsize=16)\n",
    "plt.tick_params(labelsize=14)\n",
    "sns.barplot(y=countries.index, x=countries.values, alpha=0.6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VmZ-6gfBbzlu"
   },
   "source": [
    "**Почему на Филиппинах наибольшее количество займов?**\n",
    "\n",
    "Чуть менее четверти всех займов приходится на Филиппины.\n",
    "\n",
    "Возможно, потому что там широко распространены краткосрочные и небольшие займы.\n",
    "Давайте запомним это предположение и внимательнее рассмотрим его позже. Такая стратегия может оказаться наиболее эффективной для точечного и обширного финансирования в условиях бедности и ограниченных возможностей локальных государств.\n",
    "\n",
    "Мы также можем заметить, что в списке присутствует множество африканских стран, таких как Кения, Мали, Нигерия, Гана. Но вообще ни одной из стран Европейского Союза. Удивительным стало присутствие США в этом списке, поскольку уровень бедности в них не такой, как в других странах. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NoXL4Wppbzlv"
   },
   "source": [
    "Попробуем сгруппировать страны по частям света.\n",
    "\n",
    "\n",
    "\n",
    "Для этого воспользуемся файлом **kiva_mpi_region_locations**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "lyvHLI01bzlw",
    "outputId": "e6370ce5-8649-4c01-fcca-03fc22cd151f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LocationName</th>\n",
       "      <th>ISO</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>world_region</th>\n",
       "      <th>MPI</th>\n",
       "      <th>geo</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Badakhshan, Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Badakhshan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.387</td>\n",
       "      <td>(36.7347725, 70.81199529999999)</td>\n",
       "      <td>36.734772</td>\n",
       "      <td>70.811995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Badghis, Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Badghis</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.466</td>\n",
       "      <td>(35.1671339, 63.7695384)</td>\n",
       "      <td>35.167134</td>\n",
       "      <td>63.769538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Baghlan, Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Baghlan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.300</td>\n",
       "      <td>(35.8042947, 69.2877535)</td>\n",
       "      <td>35.804295</td>\n",
       "      <td>69.287754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Balkh, Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Balkh</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.301</td>\n",
       "      <td>(36.7550603, 66.8975372)</td>\n",
       "      <td>36.755060</td>\n",
       "      <td>66.897537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bamyan, Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Bamyan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.325</td>\n",
       "      <td>(34.8100067, 67.8212104)</td>\n",
       "      <td>34.810007</td>\n",
       "      <td>67.821210</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              LocationName  ISO      country      region world_region    MPI  \\\n",
       "0  Badakhshan, Afghanistan  AFG  Afghanistan  Badakhshan   South Asia  0.387   \n",
       "1     Badghis, Afghanistan  AFG  Afghanistan     Badghis   South Asia  0.466   \n",
       "2     Baghlan, Afghanistan  AFG  Afghanistan     Baghlan   South Asia  0.300   \n",
       "3       Balkh, Afghanistan  AFG  Afghanistan       Balkh   South Asia  0.301   \n",
       "4      Bamyan, Afghanistan  AFG  Afghanistan      Bamyan   South Asia  0.325   \n",
       "\n",
       "                               geo        lat        lon  \n",
       "0  (36.7347725, 70.81199529999999)  36.734772  70.811995  \n",
       "1         (35.1671339, 63.7695384)  35.167134  63.769538  \n",
       "2         (35.8042947, 69.2877535)  35.804295  69.287754  \n",
       "3         (36.7550603, 66.8975372)  36.755060  66.897537  \n",
       "4         (34.8100067, 67.8212104)  34.810007  67.821210  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mpi.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "mKES0V8lbzl0"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ISO</th>\n",
       "      <th>country</th>\n",
       "      <th>world_region</th>\n",
       "      <th>MPI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AFG</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.309853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ALB</td>\n",
       "      <td>Albania</td>\n",
       "      <td>Europe and Central Asia</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARM</td>\n",
       "      <td>Armenia</td>\n",
       "      <td>Europe and Central Asia</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AZE</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Europe and Central Asia</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BDI</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>0.411800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>VUT</td>\n",
       "      <td>Vanuatu</td>\n",
       "      <td>East Asia and the Pacific</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>YEM</td>\n",
       "      <td>Yemen</td>\n",
       "      <td>Arab States</td>\n",
       "      <td>0.225952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>ZAF</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>ZMB</td>\n",
       "      <td>Zambia</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>0.312200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>ZWE</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>0.151400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ISO       country               world_region       MPI\n",
       "0    AFG   Afghanistan                 South Asia  0.309853\n",
       "1    ALB       Albania    Europe and Central Asia  0.000000\n",
       "2    ARM       Armenia    Europe and Central Asia  0.000000\n",
       "3    AZE    Azerbaijan    Europe and Central Asia  0.000000\n",
       "4    BDI       Burundi         Sub-Saharan Africa  0.411800\n",
       "..   ...           ...                        ...       ...\n",
       "97   VUT       Vanuatu  East Asia and the Pacific  0.000000\n",
       "98   YEM         Yemen                Arab States  0.225952\n",
       "99   ZAF  South Africa         Sub-Saharan Africa  0.000000\n",
       "100  ZMB        Zambia         Sub-Saharan Africa  0.312200\n",
       "101  ZWE      Zimbabwe         Sub-Saharan Africa  0.151400\n",
       "\n",
       "[102 rows x 4 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mpi_grouped = df_mpi\\\n",
    "    .groupby(['ISO', 'country', 'world_region'])['MPI']\\\n",
    "    .mean()\\\n",
    "    .fillna(0)\\\n",
    "    .reset_index()\n",
    "df_mpi_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "C0Nxvrm2bzl2"
   },
   "outputs": [],
   "source": [
    "df_kiva_loans = df_kiva_loans.merge(df_mpi_grouped, how='left', on='country')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>funded_amount</th>\n",
       "      <th>loan_amount</th>\n",
       "      <th>activity</th>\n",
       "      <th>sector</th>\n",
       "      <th>use</th>\n",
       "      <th>country_code</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>currency</th>\n",
       "      <th>...</th>\n",
       "      <th>funded_time</th>\n",
       "      <th>term_in_months</th>\n",
       "      <th>lender_count</th>\n",
       "      <th>tags</th>\n",
       "      <th>borrower_genders</th>\n",
       "      <th>repayment_interval</th>\n",
       "      <th>date</th>\n",
       "      <th>ISO</th>\n",
       "      <th>world_region</th>\n",
       "      <th>MPI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>653051</td>\n",
       "      <td>300.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>Fruits &amp; Vegetables</td>\n",
       "      <td>Food</td>\n",
       "      <td>To buy seasonal, fresh fruits to sell.</td>\n",
       "      <td>PK</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>PKR</td>\n",
       "      <td>...</td>\n",
       "      <td>2014-01-02 10:06:32+00:00</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>irregular</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>PAK</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.233167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>653053</td>\n",
       "      <td>575.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>Rickshaw</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>to repair and maintain the auto rickshaw used ...</td>\n",
       "      <td>PK</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>PKR</td>\n",
       "      <td>...</td>\n",
       "      <td>2014-01-02 09:17:23+00:00</td>\n",
       "      <td>11.0</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female, female</td>\n",
       "      <td>irregular</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>PAK</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.233167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>653068</td>\n",
       "      <td>150.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>To repair their old cycle-van and buy another ...</td>\n",
       "      <td>IN</td>\n",
       "      <td>India</td>\n",
       "      <td>Maynaguri</td>\n",
       "      <td>INR</td>\n",
       "      <td>...</td>\n",
       "      <td>2014-01-01 16:01:36+00:00</td>\n",
       "      <td>43.0</td>\n",
       "      <td>6</td>\n",
       "      <td>user_favorite, user_favorite</td>\n",
       "      <td>female</td>\n",
       "      <td>bullet</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>IND</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>653063</td>\n",
       "      <td>200.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Embroidery</td>\n",
       "      <td>Arts</td>\n",
       "      <td>to purchase an embroidery machine and a variet...</td>\n",
       "      <td>PK</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>PKR</td>\n",
       "      <td>...</td>\n",
       "      <td>2014-01-01 13:00:00+00:00</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>irregular</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>PAK</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.233167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>653084</td>\n",
       "      <td>400.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>Milk Sales</td>\n",
       "      <td>Food</td>\n",
       "      <td>to purchase one buffalo.</td>\n",
       "      <td>PK</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Abdul Hakeem</td>\n",
       "      <td>PKR</td>\n",
       "      <td>...</td>\n",
       "      <td>2014-01-01 19:18:51+00:00</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>PAK</td>\n",
       "      <td>South Asia</td>\n",
       "      <td>0.233167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>671200</th>\n",
       "      <td>1340323</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Livestock</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>[True, u'para compara: cemento, arenya y ladri...</td>\n",
       "      <td>PY</td>\n",
       "      <td>Paraguay</td>\n",
       "      <td>Concepción</td>\n",
       "      <td>USD</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671201</th>\n",
       "      <td>1340316</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Livestock</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>[True, u'to start a turducken farm.'] - this l...</td>\n",
       "      <td>KE</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-07-26 02:09:43+00:00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-25</td>\n",
       "      <td>KEN</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>0.209375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671202</th>\n",
       "      <td>1340334</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Games</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KE</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-26</td>\n",
       "      <td>KEN</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>0.209375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671203</th>\n",
       "      <td>1340338</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Livestock</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>[True, u'to start a turducken farm.'] - this l...</td>\n",
       "      <td>KE</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-26</td>\n",
       "      <td>KEN</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>0.209375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671204</th>\n",
       "      <td>1340339</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Livestock</td>\n",
       "      <td>Agriculture</td>\n",
       "      <td>[True, u'to start a turducken farm.'] - this l...</td>\n",
       "      <td>KE</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>monthly</td>\n",
       "      <td>2017-07-26</td>\n",
       "      <td>KEN</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>0.209375</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>671205 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  funded_amount  loan_amount             activity  \\\n",
       "0        653051          300.0        300.0  Fruits & Vegetables   \n",
       "1        653053          575.0        575.0             Rickshaw   \n",
       "2        653068          150.0        150.0       Transportation   \n",
       "3        653063          200.0        200.0           Embroidery   \n",
       "4        653084          400.0        400.0           Milk Sales   \n",
       "...         ...            ...          ...                  ...   \n",
       "671200  1340323            0.0         25.0            Livestock   \n",
       "671201  1340316           25.0         25.0            Livestock   \n",
       "671202  1340334            0.0         25.0                Games   \n",
       "671203  1340338            0.0         25.0            Livestock   \n",
       "671204  1340339            0.0         25.0            Livestock   \n",
       "\n",
       "                sector                                                use  \\\n",
       "0                 Food            To buy seasonal, fresh fruits to sell.    \n",
       "1       Transportation  to repair and maintain the auto rickshaw used ...   \n",
       "2       Transportation  To repair their old cycle-van and buy another ...   \n",
       "3                 Arts  to purchase an embroidery machine and a variet...   \n",
       "4                 Food                           to purchase one buffalo.   \n",
       "...                ...                                                ...   \n",
       "671200     Agriculture  [True, u'para compara: cemento, arenya y ladri...   \n",
       "671201     Agriculture  [True, u'to start a turducken farm.'] - this l...   \n",
       "671202   Entertainment                                                NaN   \n",
       "671203     Agriculture  [True, u'to start a turducken farm.'] - this l...   \n",
       "671204     Agriculture  [True, u'to start a turducken farm.'] - this l...   \n",
       "\n",
       "       country_code   country        region currency  ...  \\\n",
       "0                PK  Pakistan        Lahore      PKR  ...   \n",
       "1                PK  Pakistan        Lahore      PKR  ...   \n",
       "2                IN     India     Maynaguri      INR  ...   \n",
       "3                PK  Pakistan        Lahore      PKR  ...   \n",
       "4                PK  Pakistan  Abdul Hakeem      PKR  ...   \n",
       "...             ...       ...           ...      ...  ...   \n",
       "671200           PY  Paraguay    Concepción      USD  ...   \n",
       "671201           KE     Kenya           NaN      KES  ...   \n",
       "671202           KE     Kenya           NaN      KES  ...   \n",
       "671203           KE     Kenya           NaN      KES  ...   \n",
       "671204           KE     Kenya           NaN      KES  ...   \n",
       "\n",
       "                      funded_time term_in_months lender_count  \\\n",
       "0       2014-01-02 10:06:32+00:00           12.0           12   \n",
       "1       2014-01-02 09:17:23+00:00           11.0           14   \n",
       "2       2014-01-01 16:01:36+00:00           43.0            6   \n",
       "3       2014-01-01 13:00:00+00:00           11.0            8   \n",
       "4       2014-01-01 19:18:51+00:00           14.0           16   \n",
       "...                           ...            ...          ...   \n",
       "671200                        NaN           13.0            0   \n",
       "671201  2017-07-26 02:09:43+00:00           13.0            1   \n",
       "671202                        NaN           13.0            0   \n",
       "671203                        NaN           13.0            0   \n",
       "671204                        NaN           13.0            0   \n",
       "\n",
       "                                tags  borrower_genders  repayment_interval  \\\n",
       "0                                NaN            female           irregular   \n",
       "1                                NaN    female, female           irregular   \n",
       "2       user_favorite, user_favorite            female              bullet   \n",
       "3                                NaN            female           irregular   \n",
       "4                                NaN            female             monthly   \n",
       "...                              ...               ...                 ...   \n",
       "671200                           NaN            female             monthly   \n",
       "671201                           NaN            female             monthly   \n",
       "671202                           NaN               NaN             monthly   \n",
       "671203                           NaN            female             monthly   \n",
       "671204                           NaN            female             monthly   \n",
       "\n",
       "              date  ISO        world_region       MPI  \n",
       "0       2014-01-01  PAK          South Asia  0.233167  \n",
       "1       2014-01-01  PAK          South Asia  0.233167  \n",
       "2       2014-01-01  IND          South Asia  0.000000  \n",
       "3       2014-01-01  PAK          South Asia  0.233167  \n",
       "4       2014-01-01  PAK          South Asia  0.233167  \n",
       "...            ...  ...                 ...       ...  \n",
       "671200  2017-07-25  NaN                 NaN       NaN  \n",
       "671201  2017-07-25  KEN  Sub-Saharan Africa  0.209375  \n",
       "671202  2017-07-26  KEN  Sub-Saharan Africa  0.209375  \n",
       "671203  2017-07-26  KEN  Sub-Saharan Africa  0.209375  \n",
       "671204  2017-07-26  KEN  Sub-Saharan Africa  0.209375  \n",
       "\n",
       "[671205 rows x 23 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_kiva_loans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "_cell_guid": "d25e9f7f-e591-4b75-be83-8473fd079995",
    "_uuid": "6cb0e236664f9940d09e42b7cb8c1612f0ccb41d",
    "id": "LmmL8q-zbzl4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "East Asia and the Pacific      206949\n",
      "Sub-Saharan Africa             162903\n",
      "Latin America and Caribbean    133759\n",
      "Europe and Central Asia         38827\n",
      "South Asia                      38815\n",
      "Arab States                      9187\n",
      "Name: world_region, dtype: int64\n",
      "<class 'pandas.core.series.Series'>\n"
     ]
    }
   ],
   "source": [
    "regions = df_kiva_loans['world_region'].value_counts()\n",
    "print(regions)\n",
    "print(type(regions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "id": "MvBhMxnubzl7"
   },
   "outputs": [],
   "source": [
    "regions_list = regions.index.to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "a39b80a2-f98c-4c9b-ae33-49e608e0b2f7",
    "_uuid": "337e16efd7ea1390657d50d9644f32df483be3d5",
    "id": "VopcAZFobzl_",
    "outputId": "b7d5983f-6461-41e2-c549-7413aa1ef94b"
   },
   "outputs": [],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.barplot(y=regions.index, x=regions.values, alpha=0.6)\n",
    "plt.title(\"Количество займов в разрезе макрорегионов\", fontsize=18)\n",
    "plt.tick_params(labelsize=16)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "r9m5m8IubzmD"
   },
   "source": [
    "Очевидным становится наличие трёх лидеров и трёх аутсайдеров по количеству выданных займов.\n",
    "\n",
    "Исходя из этого, можно предположить, что в трёх регионах-аутсайдерах либо нет острой потребности в присутствии Kiva (относительно богатые регионы), либо она пока не набрала те обороты, что мы видим в трёх регионах-лидерах. Присутствие региона «Арабские страны» свидетельствует в пользу первого предположения."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "es6WDtn-bzmE"
   },
   "source": [
    "### 2.2.2. Люди какого пола обращаются за финансированием?\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "1N0TWLlGbzmF",
    "outputId": "e761cea4-686b-47f4-9cf1-154090e2230f"
   },
   "outputs": [],
   "source": [
    "df_kiva_loans['borrower_genders'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7kAGSSTZbzmH"
   },
   "source": [
    "Во многих займах заёмщик на самом деле не один человек, а группа людей, у которых есть общий проект. В наборе данных они перечислены как «женщина, женщина, женщина» или «мужчина, женщина». Это объясняет 12к полов, которые мы обнаружили ранее: каждая такая комбинация считается отдельно.\n",
    "\n",
    "Давайте использовать метку **group** для этих заёмщиков на круговой диаграмме."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "Hhswa5ZybzmH",
    "outputId": "3626f1df-2dc8-4d67-fec5-9a7ccfc3a9d1"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_kiva_loans['borrower_genders'] = [elem if elem in ['female','male'] else 'group' for elem in df_kiva_loans['borrower_genders'] ]\n",
    "\n",
    "borrowers = df_kiva_loans['borrower_genders'].value_counts()\n",
    "\n",
    "plot = borrowers.plot.pie(fontsize=16, autopct='%1.0f%%', labeldistance=1.2, radius=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rpRnSs3UbzmK"
   },
   "source": [
    "Выясняется, что большинство заёмщиков — женщины, и это весьма неожиданно. \n",
    "\n",
    "**Что это может означать?**\n",
    "\n",
    "Например то, что женщины используют Kiva, чтобы получить финансирование и развивать собственные проекты в странах (большинство из которых являются странами третьего мира), где традиционно женщинам это было сделать крайне тяжело."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "G37Wq2jIbzmK"
   },
   "source": [
    "**В каких странах подавляющее большинство заёмщиков — женщины?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "id": "TDub3wnubzmL"
   },
   "outputs": [],
   "source": [
    "df_gender_by_country = \\\n",
    "    df_kiva_loans[df_kiva_loans['country'].isin(countries.index.values)]\\\n",
    "    .groupby(['country', 'borrower_genders'])['borrower_genders']\\\n",
    "    .count()\\\n",
    "    .groupby(level=0).apply(lambda x: 100 * x / x.sum())\\\n",
    "    .unstack('borrower_genders')\\\n",
    "    .fillna(0)\\\n",
    "    .sort_values(by=['female', 'male'])[-20:]\n",
    "\n",
    "df_gender_by_country = df_gender_by_country[['female', 'male', 'group']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>borrower_genders</th>\n",
       "      <th>female</th>\n",
       "      <th>male</th>\n",
       "      <th>group</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sierra Leone</th>\n",
       "      <td>57.266851</td>\n",
       "      <td>7.959372</td>\n",
       "      <td>34.773777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indonesia</th>\n",
       "      <td>58.046347</td>\n",
       "      <td>21.097522</td>\n",
       "      <td>20.856131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colombia</th>\n",
       "      <td>58.458741</td>\n",
       "      <td>38.008638</td>\n",
       "      <td>3.532621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>El Salvador</th>\n",
       "      <td>58.771160</td>\n",
       "      <td>39.791850</td>\n",
       "      <td>1.436991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lebanon</th>\n",
       "      <td>60.748408</td>\n",
       "      <td>27.070064</td>\n",
       "      <td>12.181529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Armenia</th>\n",
       "      <td>62.368208</td>\n",
       "      <td>37.597034</td>\n",
       "      <td>0.034758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jordan</th>\n",
       "      <td>63.618910</td>\n",
       "      <td>34.557235</td>\n",
       "      <td>1.823854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kenya</th>\n",
       "      <td>65.570722</td>\n",
       "      <td>19.564787</td>\n",
       "      <td>14.864491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>66.633614</td>\n",
       "      <td>3.891919</td>\n",
       "      <td>29.474467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>India</th>\n",
       "      <td>67.295542</td>\n",
       "      <td>1.753137</td>\n",
       "      <td>30.951322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ecuador</th>\n",
       "      <td>72.635160</td>\n",
       "      <td>24.236373</td>\n",
       "      <td>3.128467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tajikistan</th>\n",
       "      <td>74.182840</td>\n",
       "      <td>25.459653</td>\n",
       "      <td>0.357508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haiti</th>\n",
       "      <td>74.599226</td>\n",
       "      <td>22.830293</td>\n",
       "      <td>2.570481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Madagascar</th>\n",
       "      <td>78.304109</td>\n",
       "      <td>21.617378</td>\n",
       "      <td>0.078513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kyrgyzstan</th>\n",
       "      <td>90.872878</td>\n",
       "      <td>9.109803</td>\n",
       "      <td>0.017319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pakistan</th>\n",
       "      <td>93.327624</td>\n",
       "      <td>3.440444</td>\n",
       "      <td>3.231932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Togo</th>\n",
       "      <td>94.659941</td>\n",
       "      <td>4.853018</td>\n",
       "      <td>0.487041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Philippines</th>\n",
       "      <td>94.728903</td>\n",
       "      <td>5.221234</td>\n",
       "      <td>0.049863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liberia</th>\n",
       "      <td>94.839761</td>\n",
       "      <td>2.906029</td>\n",
       "      <td>2.254210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samoa</th>\n",
       "      <td>98.756084</td>\n",
       "      <td>0.919416</td>\n",
       "      <td>0.324500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "borrower_genders     female       male      group\n",
       "country                                          \n",
       "Sierra Leone      57.266851   7.959372  34.773777\n",
       "Indonesia         58.046347  21.097522  20.856131\n",
       "Colombia          58.458741  38.008638   3.532621\n",
       "El Salvador       58.771160  39.791850   1.436991\n",
       "Lebanon           60.748408  27.070064  12.181529\n",
       "Armenia           62.368208  37.597034   0.034758\n",
       "Jordan            63.618910  34.557235   1.823854\n",
       "Kenya             65.570722  19.564787  14.864491\n",
       "Zimbabwe          66.633614   3.891919  29.474467\n",
       "India             67.295542   1.753137  30.951322\n",
       "Ecuador           72.635160  24.236373   3.128467\n",
       "Tajikistan        74.182840  25.459653   0.357508\n",
       "Haiti             74.599226  22.830293   2.570481\n",
       "Madagascar        78.304109  21.617378   0.078513\n",
       "Kyrgyzstan        90.872878   9.109803   0.017319\n",
       "Pakistan          93.327624   3.440444   3.231932\n",
       "Togo              94.659941   4.853018   0.487041\n",
       "Philippines       94.728903   5.221234   0.049863\n",
       "Liberia           94.839761   2.906029   2.254210\n",
       "Samoa             98.756084   0.919416   0.324500"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_gender_by_country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "YFdjAUm6bzmM",
    "outputId": "427fda75-d477-4050-b4fc-bbdcac8b9512"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = df_gender_by_country.plot.barh(\n",
    "        figsize=(20,10)\n",
    "        , fontsize=16\n",
    "        , stacked=True\n",
    "        , title='Гендерная структура заемщиков')\n",
    "plot.title.set_size(18)\n",
    "plot.legend(loc=1, bbox_to_anchor=(1.2, 1), fontsize=16)\n",
    "plot.set(ylabel=None, xlabel=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Oqryam10bzmO"
   },
   "source": [
    "**С чем может быть связана преобладающая доля женщин в структуре заёмщиков в разрезе стрвн?**\n",
    "\n",
    "Например, в связи с направлениями, традиционно ассоциирующимися с женщинами: различного рода точки общественного питания и закусочные, магазины одежды и товаров для дома, бытовые услуги, выращивание сельскохозяйственных культур\n",
    "\n",
    "Также можем отметить наличие в списке стран с преобладающей религией ислам, в которых женщине пока, к сожалению, отводится второстепенная роль в принятии решений. \n",
    "Kiva позволяет получать бОльшие возможности и перспективы в тех регионах, где ранее это было вряд ли доступно."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wO-AthPebzmP"
   },
   "source": [
    "`Вопрос для самостоятельной работы`\n",
    "\n",
    "**А в каких странах преобладают мужчины? Группа людей?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "uKfq9EWIbzmP"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "J_9fDG2ebzmT"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "oIUcorQLbzma"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GpO0C_Cobzmd",
    "toc-hr-collapsed": false
   },
   "source": [
    "## 2.3. Количество займов\n",
    "***\n",
    "\n",
    "Теперь давайте посмотрим, для чего людям нужны кредиты и какие суммы они просят. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cYo5ZgU1bzmd"
   },
   "source": [
    "### 2.3.1. В разрезе секторов\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "m3sy08Wrbzme"
   },
   "source": [
    "Начнём с секторов экономики. \n",
    "В сводке, которую мы видели выше, было 15 уникальных секторов. Рассмотрим, как обстоят дела в каждом из них."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "erCxGJc2bzme",
    "outputId": "c94929e2-108e-4103-8a2b-406df6008170"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sectors = df_kiva_loans['sector'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Количество займов в разрезе секторов\", fontsize=16)\n",
    "# plt.xlabel('Number of loans', fontsize=16)\n",
    "# plt.ylabel(\"Sectors\", fontsize=16)\n",
    "plt.tick_params(labelsize=15)\n",
    "\n",
    "sns.barplot(y=sectors.index, x=sectors.values, alpha=0.6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "C9URP9h8bzmg"
   },
   "source": [
    "Самым доминирующим сектором является **сельское хозяйство**, за ним следуют **пищевая промышленность** и **торговля**.\n",
    "Это неудивительно, учитывая список стран, которые интенсивно используют Kiva. Например, беглый осмотр первых страниц сайта свидетельствует о таких примерах: покупка качественных семян и удобрений для использования на ферме и в садоводческом хозяйстве, закупка свежей еды, злаков, рыбы, овощей для обеспечения работы предприятия общественного питания. Можно сделать ряд выводов о структуре экономик этих стран, свидетельствующих о том, что это сугубо развивающиеся страны, полагающиеся преимущественно на аграрную отрасль.\n",
    "\n",
    "Важно отметить, что кредиты на **личные нужды** также занимают значительную долю. Это означает, что есть люди, которые используют Kiva, потому что они крайне нуждаются.\n",
    "\n",
    "Гораздо меньшие доли занимают **строительство**, **производство**, а также сфера **развлечений** и **оптовой торговли**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WDtsIYkcbzmg"
   },
   "source": [
    "### 2.3.2. В разрезе видов деятельности\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "O-vurNu1bzmh"
   },
   "source": [
    "Давайте посмотрим более подробную версию и сделаем подсчёт для **видов деятельности**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "80d5c21d-0b6f-4fc2-b579-8bb4d4afe9a6",
    "_kg_hide-input": true,
    "_uuid": "677cace55d59c41c9ea0a87e2855ae5c54157b7c",
    "id": "q_13irgHbzmh",
    "outputId": "a755a0a0-c121-4db7-f20a-d3de50439362"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "activities = df_kiva_loans['activity'].value_counts().head(30)\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Количество займов в разрезе видов деятельности\", fontsize=16)\n",
    "plt.tick_params(labelsize=14)\n",
    "\n",
    "sns.barplot(y=activities.index, x=activities.values, alpha=0.6)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NyMvcPQwbzmk"
   },
   "source": [
    "Детализация по видам деятельности подтверждает наши наблюдения. В лидерах __фермерство__, **розничные магазины**, **домашнее хозяйство**, а также **расходы на жильё**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tkVyVuq_bzmk"
   },
   "source": [
    "### 2.3.3. Рейтинг целевого назначения займа\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "80d5c21d-0b6f-4fc2-b579-8bb4d4afe9a6",
    "_kg_hide-input": true,
    "_uuid": "677cace55d59c41c9ea0a87e2855ae5c54157b7c",
    "id": "dEZ2ytGwbzmk",
    "outputId": "1d10ba84-1fe7-4b0f-a9fb-7bfa235a4080"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "to buy a water filter to provide safe drinking water for their family.                                                          5217\n",
       "to buy a water filter to provide safe drinking water for her family.                                                            4082\n",
       "To buy a water filter to provide safe drinking water for their family.                                                          2141\n",
       "to build a sanitary toilet for her family.                                                                                      1708\n",
       "to build a sanitary toilet for her family                                                                                       1599\n",
       "to buy ingredients for her food production business                                                                             1419\n",
       "to purchase more groceries to sell.                                                                                             1409\n",
       "to buy feed and other supplies to raise her pigs.                                                                               1405\n",
       "to buy fertilizers and other farm supplies.                                                                                     1280\n",
       "to buy a water filter to provide safe drinking water for his family.                                                            1261\n",
       "to buy feed and vitamins for her pigs.                                                                                          1154\n",
       "to buy feeds and other supplies to raise her pigs                                                                               1027\n",
       "to buy fertilizers and other farm supplies                                                                                       970\n",
       "to buy additional stocks of groceries to sell.                                                                                   888\n",
       "to buy a solar lantern.                                                                                                          881\n",
       "to buy more groceries to sell.                                                                                                   877\n",
       "to purchase a solar light and gain access to cost efficient hybrid seeds and fertilizer for maize cultivation.\\t\\t\\t\\t\\t\\t\\t     866\n",
       "to buy feeds, vitamins, and other supplies to raise her livestock                                                                843\n",
       "to buy feed, vitamins, and other supplies to raise her livestock.                                                                785\n",
       "to purchase TerraClear water filters so they can have access to safe drinking water.                                             760\n",
       "to buy farm inputs.                                                                                                              747\n",
       "to buy fishing gear and other equipment.                                                                                         688\n",
       "to build a latrine to improve the health of her family.                                                                          681\n",
       "to buy ingredients for her food production business.                                                                             667\n",
       "to buy feed and vitamins for her pigs                                                                                            621\n",
       "Name: use, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "activities = df_kiva_loans['use'].value_counts().head(25)\n",
    "activities.head(25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7_CCrnrCbzmn"
   },
   "source": [
    "Интересные выводы можно сделать из описания назначения каждого займа.\n",
    "\n",
    "В лидерах по целевому назначению займов — вещи, удовлетворяющие базовые человеческие потребности, такие как **покупка фильтра для воды**, **оборудование септика**, **светильники на солнечных батареях**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7RQT4GdIbzmn"
   },
   "source": [
    "### 2.3.4. Наиболее популярные виды деятельности\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "J0IaE9Tebzmn"
   },
   "source": [
    "Сейчас предлагаю наглядно сравнить наиболее популярные направления займов.\n",
    "Для этого сгруппируем займы по признакам **sector, activity** и посмотрим на топ-10 в каждой группе."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "pochHdV4bzmo"
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_kiva_loans' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-8c71f2ae65e9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mloans_by_activity_sector\u001b[0m \u001b[1;33m=\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[0mdf_kiva_loans\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdf_kiva_loans\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'sector'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msectors\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m9\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m     \u001b[1;33m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'sector'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'activity'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'loan_amount'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[1;33m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[1;33m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df_kiva_loans' is not defined"
     ]
    }
   ],
   "source": [
    "loans_by_activity_sector = \\\n",
    "    df_kiva_loans[df_kiva_loans['sector'].isin(sectors[:9].index.values)]\\\n",
    "    .groupby(['sector', 'activity'])['loan_amount']\\\n",
    "    .count()\\\n",
    "    .reset_index()\n",
    "type(loans_by_activity_sector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "d_5K3h4Gbzmr",
    "outputId": "dbc355b0-55a5-4b5b-cc49-f0497f6f70ad"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(3,3, sharex=False, squeeze=False, figsize=(30,15))\n",
    "\n",
    "for ax,q in zip(axes.ravel(), loans_by_activity_sector.sector.unique()):\n",
    "    tmp_df = loans_by_activity_sector[loans_by_activity_sector.sector.eq(q)]\\\n",
    "                .dropna()\\\n",
    "                .sort_values(by='loan_amount')[-10:]\n",
    "    ax.set_title(q, fontsize=20)  \n",
    "    ax.yaxis.label.set_visible(False)\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    tmp_df.plot.barh(x='activity', ax=ax, legend=None, fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7ntpSlHNbzmt"
   },
   "source": [
    "Основной вывод, который мы можем сделат: львиная доля займов направлены на деятельность с невысокой добавленной стоимостью — **сельское хозяйство, розничная торговля, сервис**. То есть деятельность, в которой минимально задействованы смежные сектора экономики и невысок потенциал создания дополнительных рабочих мест и продуктов внутри страны, в отличие от, например, **производственных предприятий, строительства, ремесленных мастерских, лёгкой промышленности**.\n",
    "\n",
    "И тем не менее не может не радовать присутствие такого направления, как, например, **образование**: финансирование обучения школах и университетах, организация и подготовка курсов и образовательных программ."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vuBN6KTRbzmu"
   },
   "source": [
    "## 2.4. Объём финансирования\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4WIXATODbzmu"
   },
   "source": [
    "2.4.1. Распределение суммы займа\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yx-E5bTVbzmv"
   },
   "source": [
    "Не менее важную информацию могут дать абсолютные значения займов, которые люди в разных странах запрашивают на реализацию своих целей.\n",
    "\n",
    "Давайте посмотрим на график распределения сумм займов."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "6ce0d9e6-3e14-4131-a431-eafb9381d2c9",
    "_kg_hide-input": true,
    "_kg_hide-output": false,
    "_uuid": "6b7a4be62edcb925daf32f6c7e5cdc04404e910a",
    "id": "TT8oRTkObzmv",
    "outputId": "7acd5d74-4468-44ef-e9a4-e895f48a4d41"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAECTJeNsVEqZTnJxkjOSbEvyllrrhXNse0KSS5KckOTWJC+vtd48NP78JG9MclSSjyVZU2v9Wj82leT8JGuSHJTknUnOrbXunOU4H02yttZ61lhXCgAAAMBeMe4MpouSrE5yapKXJTmvlPKC0Y1KKYcluTrJTUmekuSTSa4spSzvx09Mclm6iHRSksOTvGtoF69Ocla6kHV6khcm+eVZjvOzSZ455rkDAAAAsBfNG5j6aLQmydm11ltqrR9KcmGSV86y+ZlJtic5p9Z6a7pgtKF/P0leleTyWuultdbPJ3lJkmeXUo7rx89O8vpa63W11muTnJvkFSPnsyrdDKibAwAAAMA+N84MphOSTCe5fui965OcWEoZfcTupCQ31Fp3JUmtdSbJDUlOHhr/xGDjWusdSb6S5ORSylFJjh0e749zTCnl2KH33p7kj5P8yxjnDgAAAMBeNk5gWpVkfa1169B7dyU5OMnKWbZdO/LeXUmOGWN8Vf967chYBl9fSjkzyROSvGmM8wYAAADgETDOIt9L0y3sPWzwenrMbafHGF86su8HHaeU8rgkf5Dkp2qt20spc57wsmXTWbJk8Zzj+5tFi9Zn6aEHL+g+V6xYOv9GsJ9ZvHiR322Yh/sExuNegfm5T2A8B8q9Mk5g2pqHhqTB681jbrt5jPGtQ6+3z3KcP0zygVrrp+c74U2bRhvW/m3Xrpls3nLfgu7znntGf3Sw/1uxYqnfbZiH+wTG416B+blPYDyTdK+sXLl8zrFxHpG7M8ljSinDU2iOTDe7aP0s2x458t6RSdaNMX7n0OuM/Htdkp9OsqaUsqmUsindwuEvKqX80xjXAAAAAMBeMk5g+lyS+5KsHnrvlCS31Fp3jGx7U5LVpZSpJOn/Xt2/Pxg/ZbBxv3j345PcVGtdm+T24fH+32v7xcCfmOT4JE/u/1yZ5MNJnjPGNQAAAACwl8z7iFytdXMp5bIkbyulnJVuVtFrk/xckpRSjkyyoda6JckH0y3AfXEp5W1J1iQ5PMn7+t29Pcl1pZQb0sWmtya5utZ629D4BaWU25PsTHJBv01qrV8ePq9+FtOOWutXHua1AwAAALAAxpnBlCSvSXJzko8nuSTJG2qt7+/H1qV7XC211nuTnJZu1tJnkjwtyXNqrRv78RvTRafzktyYZEOSlw4d56Ik70lyef/nvUne/DCvDQAAAIBHwNTMzMy+PocFd/fdGyfqoq657esLvsj3c49ftaD7g0eDSVo8D/YW9wmMx70C83OfwHgm6V5ZuXL51Fxj485gAgAAAIBZCUwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoMmScTYqpUwnuTjJGUm2JXlLrfXCObY9IcklSU5IcmuSl9dabx4af36SNyY5KsnHkqyptX6tH5tKcn6SNUkOSvLOJOfWWnf24ycn+f0kxye5I8nv1FrftYfXDAAAAMACGncG00VJVic5NcnLkpxXSnnB6EallMOSXJ3kpiRPSfLJJFeWUpb34ycmuSxdRDopyeFJhgPRq5OclS5knZ7khUl+uf/alUmuSvJ3Sb4rye8k+bNSyiljXy0AAAAAC27ewNRHozVJzq613lJr/VCSC5O8cpbNz0yyPck5tdZb0wWjDf37SfKqJJfXWi+ttX4+yUuSPLuUclw/fnaS19dar6u1Xpvk3CSv6Mcen+Rvaq2/Xmv9137m0heT/OAeXzUAAAAAC2acGUwnJJlOcv3Qe9cnObGUMvqI3UlJbqi17kqSWutMkhuSnDw0/onBxrXWO5J8JcnJpZSjkhw7PN4f55hSyrF93PqZJCmlLCql/HiSkuTacS4UAAAAgL1jnMC0Ksn6WuvWoffuSnJwkpWzbLt25L27khwzxviq/vXakbEMfX1KKYemWwfqw0neVWv91BjXAAAAAMBeMs4i30vTBZ1hg9fTY247Pcb40pF9z3WcmSRPTfIdSd5WSrmt1vqW4R0uWzadJUsWz3ox+6NFi9Zn6aEHL+g+V6xYOv9GsJ9ZvHiR322Yh/sExuNegfm5T2A8B8q9Mk5g2pqHhqTB681jbrt5jPGtQ6+3z3WcfibVZ5J8ppRybJJfTPKgwLRp02jD2r/t2jWTzVvuW9B93nPP6I8O9n8rViz1uw3zcJ/AeNwrMD/3CYxnku6VlSuXzzk2ziNydyZ5TClleArNkelmF62fZdsjR947Msm6McbvHHqdkX+vK6UcV0o5deRrv5TkG8a4BgAAAAD2knEC0+eS3Jdk9dB7pyS5pda6Y2Tbm5KsLqVMJUn/9+r+/cH4KYON+xlIj09yU611bZLbh8f7f6/tFwN/epL3llKGZ0A9JcmtY1wDAAAAAHvJvI/I1Vo3l1IuS7fe0VnpZhW9NsnPJUkp5cgkG2qtW5J8MMmbklxcSnlbkjVJDk/yvn53b09yXSnlhnSx6a1Jrq613jY0fkEp5fYkO5Nc0G+TJJcneUOSt5dS3pTk+5Ock+RFD//yAQAAAGg1zgymJHlNkpuTfDzJJUneUGt9fz+2LsmZSVJrvTfJaelmLX0mydOSPKfWurEfvzFddDovyY1JNiR56dBxLkrynnQx6fIk703y5v5r/zPJs5J8a5LPpotNv1Rr/dCeXjQAAAAAC2dqZmZmX5/Dgrv77o0TdVHX3Pb1BV/k+7nHr1rQ/cGjwSQtngd7i/sExuNegfm5T2A8k3SvrFy5fGqusXFnMAEAAADArAQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaLJknI1KKdNJLk5yRpJtSd5Sa71wjm1PSHJJkhOS3Jrk5bXWm4fGn5/kjUmOSvKxJGtqrV/rx6aSnJ9kTZKDkrwzybm11p39+PcmeUuSpyT5jyTvSPK7tdZde3bZAAAAACyUcWcwXZRkdZJTk7wsyXmllBeMblRKOSzJ1UluSheBPpnkylLK8n78xCSXpYtIJyU5PMm7hnbx6iRnpQtZpyd5YZJf7r/2sf2+v9Dv+1VJzknyinEvFgAAAICFN29g6qPRmiRn11pvqbV+KMmFSV45y+ZnJtme5Jxa663pgtGG/v2ki0KX11ovrbV+PslLkjy7lHJcP352ktfXWq+rtV6b5Nw8EJCe0+/7l2qt/1Jr/Ui62Uwv2tOLBgAAAGDhjDOD6YQk00muH3rv+iQnllJGH7E7KckNg0fWaq0zSW5IcvLQ+CcGG9da70jylSQnl1KOSnLs8Hh/nGNKKccmuS7JC0Yeh5tJcsgY1wAAAADAXjLOGkyrkqyvtW4deu+uJAcnWZlk3ci2deTr70ry5KHxtbOMH9OPZWT8rv7vY2qtNya5YzBQSjk03cyqj4xxDQAAAADsJeMEpqXpFvYeNng9Pea202OMLx3Z95zHKaUsTvLuJIelWzD8QZYtm86SJYtH395vLVq0PksPPXhB97lixdL5N4L9zOLFi/xuwzzcJzAe9wrMz30C4zlQ7pVxAtPWPDQkDV5vHnPbzWOMbx16vX2u45RSDk7yniTPSnJqrfWroye8adNow9q/7do1k81b7lvQfd5zz+iPDvZ/K1Ys9bsN83CfwHjcKzA/9wmMZ5LulZUrl885Ns4aTHcmeUwfdgaOTDe7aP0s2x458t6ReeAxut2N3zn0OiP/Xpfc/1jch5M8M8mP1Fo/Pcb5AwAAALAXjROYPpfkviSrh947JckttdYdI9velGR1KWUqSfq/V/fvD8ZPGWzcL979+CQ31VrXJrl9eLz/99p+MfAk+d9Jnppu5tINY5w7AAAAAHvZvI/I1Vo3l1IuS/K2UspZ6WYVvTbJzyVJKeXIJBtqrVuSfDDJm5JcXEp5W7pFuA9P8r5+d29Pcl0p5YZ0semtSa6utd42NH5BKeX2JDuTXNBvk1LKmUlOT/LiJHf0x02SnbXWux/+twAAAACAFuPMYCNSRG4AACAASURBVEqS1yS5OcnHk1yS5A211vf3Y+uSnJkktdZ7k5yWbtbSZ5I8Lclzaq0b+/Eb00Wn85LcmGRDkpcOHeeidOsrXd7/eW+SN/djZ/R/v7s/5uDPZ8e+WgAAAAAW3NTMzMy+PocFd/fdGyfqoq657esLvsj3c49ftaD7g0eDSVo8D/YW9wmMx70C83OfwHgm6V5ZuXL51Fxj485gAgAAAIBZCUwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoInABAAAAEATgQkAAACAJgITAAAAAE0EJgAAAACaCEwAAAAANBGYAAAAAGgiMAEAAADQRGACAAAAoMmScTYqpUwnuTjJGUm2JXlLrfXCObY9IcklSU5IcmuSl9dabx4af36SNyY5KsnHkqyptX6tH5tKcn6SNUkOSvLOJOfWWneOHOOx/b6fVmv98thXCwAAAMCCG3cG00VJVic5NcnLkpxXSnnB6EallMOSXJ3kpiRPSfLJJFeWUpb34ycmuSxdRDopyeFJ3jW0i1cnOStdyDo9yQuT/PLIMR6T5Iok3zjmuQMAAACwF80bmPpotCbJ2bXWW2qtH0pyYZJXzrL5mUm2Jzmn1nprumC0oX8/SV6V5PJa66W11s8neUmSZ5dSjuvHz07y+lrrdbXWa5Ocm+QVQ+dySpJbkizb4ysFAAAAYK8YZwbTCUmmk1w/9N71SU4spYw+YndSkhtqrbuSpNY6k+SGJCcPjX9isHGt9Y4kX0lycinlqCTHDo/3xzmmlHJs//rUJO9I8rwxzhsAAACAR8A4azCtSrK+1rp16L27khycZGWSdSPb1pGvvyvJk4fG184yfkw/lpHxu/q/j0lyR631N5OklPItY5w3AAAAAI+AcQLT0nQLew8bvJ4ec9vpMcaXjux7d8fZrWXLprNkyeI9+ZJHtUWL1mfpoQcv6D5XrFg6/0awn1m8eJHfbZiH+wTG416B+blPYDwHyr0yTmDamocGnsHrzWNuu3mM8a1Dr7fPc5zd2rRptGHt33btmsnmLfct6D7vuWePvqWwX1ixYqnfbZiH+wTG416B+blPYDyTdK+sXLl8zrFx1mC6M8ljSinDU2iOTDe7aP0s2x458t6ReeAxut2N3zn0OiP/XhcAAAAAHpXGCUyfS3JfktVD752S5JZa646RbW9KsrqUMpUk/d+r+/cH46cMNu4X7358kptqrWuT3D483v97bb8YOAAAAACPQvM+Ildr3VxKuSzJ20opZ6WbVfTaJD+XJKWUI5NsqLVuSfLBJG9KcnEp5W1J1iQ5PMn7+t29Pcl1pZQb0sWmtya5utZ629D4BaWU25PsTHJBvw0AAAAAj1LjzGBKktckuTnJx5NckuQNtdb392PrkpyZJLXWe5Oclm7W0meSPC3Jc2qtG/vxG9NFp/OS3JhkQ5KXDh3noiTvSXJ5/+e9Sd78MK8NAAAAgEfA1MzMzL4+hwV3990bJ+qirrnt6wu+yPdzj1+1oPuDR4NJWjwP9hb3CYzHvQLzc5/AeCbpXlm5cvnUXGPjzmACAAAAgFkJTAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgAAAAAaCIwAQAAANBEYAIAAACgicAEAAAAQBOBCQAAAIAmAhMAAAAATQQmAAAAAJoITAAAAAA0EZgm2D1btuf29Zv39WkAAAAAE05gmmCf+tf1+cDn1mbXrpl9fSoAAADABBOYJtiGrTuyfedMvrZp274+FQAAAGCCCUwTbNO2HUmSOzds3cdnAgAAAEwygWmCDQLTv98jMAEAAAB7j8A0obbv3JWtO3YlSdZu2LKPzwYAAACYZALThNq0bWeSZOWyg3PPlh33z2YCAAAAWGgC04QaBKUnfeOyJNZhAgAAAPYegWlCbewD03ErD8viqanceY/H5AAAAIC9Q2CaUIMZTCsOPSjfdPi0GUwAAADAXiMwTahN23ZkyaKpTC9ZlGOOOCTr7t2Wnbtm9vVpAQAAABNIYJpQG7ftzLLpJZmamsrRKw7Jzl0z+erGbfv6tAAAAIAJJDBNqE3bdmT59OIkydFHHJok1mECAAAA9gqBaUJt3LYjy6aXJEmWH7Ikhx+yxDpMAAAAwF4hME2gmZmZfgbTkvvfO/qIQ3LnPQITAAAAsPAEpgl0385d2b5z5v4ZTEly9IpDs3Hbjty7dfs+PDMAAABgEglME2jj1p1J8qDAdMwRhySJWUwAAADAghOYJtCmbTuS5P5FvpPkG5dPZ8miqfy7dZgAAACABSYwTaCNfWAansG0eNFUVh0+7ZPkAAAAgAUnME2gwQymZYcsedD7R684NHdt3JbtO3fti9MCAAAAJpTANIE2bduZ6SWLcvDiB/94jz7ikOyaSb5677Z9dGYAAADAJBKYJtDGbTse9HjcwNEr+oW+rcMEAAAALCCBaQJt2rbjQQt8Dxx28JKsOPQg6zABAAAAC0pgmkCb5pjBlCTHrDgkd27YmpmZmUf4rAAAAIBJJTBNmJmZmWzctiPL5whMRx9xSP7rvp0ekwMAAAAWjMA0YbZs35ldM5lzBtPRKw5Nknxh3b2P5GkBAAAAE0xgmjAbt+1MkiybZQ2mJFl52ME5ePFUPn+nwAQAAAAsDIFpwmzatiPJ3DOYFi2ayqojDskX1m18JE8LAAAAmGAC04QZBKa51mBKkqOPODS33b0pm+/b+UidFgAAAPD/27vXMDuqOt/j39q33n3ZTTrp7lwgISEJCwgJeIAjhAAR8IAwHCGPqCggZxTxKD4zoA76CDrD4HAGhPFyHgWEIzA6XmZAcB6V0Ygm3MJVbiGskEhCyKVz7WTvdPe+VZ0Xq3Z3dSedbuj0bfv7PE8/tatWrarau2vVWvu/V62qYgowVZnsAD2YwA307Qfw2hb1YhIRERERERGRoVOAqcrkukrUJePEY16/6xw6IQ3Ay5s0DpOIiIiIiIiIDJ0CTFUmmy/3O8B3RW0yzsyJtXqSnIiIiIiIiIgcFAowVZlcvnTA2+MqFkxr5JVNewiCYASOSkRERERERESqmQJMVSaXL5FJDxxgmj+1kd1dJdbv6hyBoxIRERERERGRaqYAUxXx/YC9hfKgejDNn9YIwCsah0lEREREREREhkgBpiqyt1AmADKDCDDNmlRHQ01cA32LiIiIiIiIyJApwFRFsvkSwICDfAPEPI9jpzbyzFvtdBbLw31oIiIiIiIiIlLFFGCqIrkwwDSYHkwAHz5+Glv2dHHdL1+jWPaH89BEREREREREpIopwFRFct09mAYXYDpt9iS+cvZcnlq3i6//xlL29UQ5EREREREREXnnBheJkHEhmy/heVCXGvgWuYoLF0wlmy/xneVvkqlJ8OWz5+B53jAepYiIiIiIiIhUGwWYqkguX6YhlSD2DgNEl500nd1dJe57ZgON6QSfO23WMB2hiIiIiIiIiFQjBZiqSDZfGtQA3/vzuUUz2dNV5N4wyHTZSdMP8tGJiIiIiIiISLVSgKmK5PIlmmqT7yqv53lcd9Zccvly9+1yFy6YepCPUERERERERESqkQJMVSSbLzF9Qu27zh+PefzDBwy5fImbl75BJp3grCNbDuIRioiIiIiIiEg10lPkqkSp7NNV9Af9BLn+JOMxbvmfxzB/aiPX/+p1VqzbeZCOUERERERERESqlQJMVSJXKAOQeZdjMEWlk3H+5aJjmTmxjq//xlLygyFvU0RERERERESqlwJMVSKXLwEMuQdTRSad4MpTZrCzo8iLb+8+KNsUERERERERkeqkAFOVyIYBpkz64A2rtXDWRNKJGL9fve2gbVNEREREREREqo8CTFUi23VwezCBu1Xu1CMm8oc1OyjrNjkRERERERER6YcCTFUily8Tj3mkEwf3X3rm3GZ27C3w8qY9B3W7IiIiIiIiIlI9Dl53FxlVuXyJTE0cz/MGtf6DL28e1Hr5kk8i5nHXk+t5/1Et/a63ZMHUQW1PRERERERERKqPejBViVy+dFBvj6uoScQ4YlIdr2/NEgS6TU5ERERERERE9qUAU5XI5ktkhiHABGAmN5DLl9m4u2tYti8iIiIiIiIi45sCTFViuHowAcxprifuebzelhuW7YuIiIiIiIjI+KYAUxXIl3wK5WDYAkzpZJxZk+qwW3O6TU5ERERERERE9qEAUxXI5UsANNTEh20fZnIDe7pKbN6TH7Z9iIiIiIiIiMj4pABTFagEmIZrDCaAuS31xDx0m5yIiIiIiIiI7EMBpiqQ7e7BNHwBptpknJkT67B6mpyIiIiIiIiI9KEAUxXIjUCACeCoyQ20d5Zoy+o2ORERERERERHpoQBTFcjmy6TiMWoSw/vvnNvSgKfb5ERERERERESkDwWYqkAuXxrWAb4r6lJxDm+q4/U2PU1ORERERERERHoowFQFcvkSmfTw3h5XcdTkBnZ1FtmaKwy47uttWZ54c+cIHJWIiIiIiIiIjCYFmKpAtqs07OMvVRzZWo/HwLfJPfHmTj7105e45sFXWbZmx4gcm4iIiIiIiIiMDgWYxrkgCMjly2RGKMBUn0owo6mW19v6f5rcUruNLz60kpkT6zhqcgM3/HoVdqvGbRIRERERERGpVgowjXOdRZ9yEIzIGEwVZnIDOzuKbN+7721yv3x1C1/91SrmTclwx4cXcPuF88jUJLj2F6+yPaenz4mIiIiIiIhUIwWYxrlcvgQwYj2YAExrA7DvbXI/fWEj//hfq/nvM5r47ofm01CToLmhhtsvOpZsvsQXHn6NrmJ5xI5TREREREREREaGAkzjXDYMMI3UGEyVfU2fUNt921sQBNyzYj23/WEti+dM4rYL51Gb7OlRZVob+MfzjmLVliz/8IjF1xPoRERERERERKqKAkzjXG4UAkzgnia3LVdgx94Cf3hjO3c8sZ7zjmnl5guOIZXY97Q6Y04znz99FktXb+euJ9eP6LGKiIiIiIiIyPAa2aiEvCOvbcny/IZ2mg+p7XedXN7dcjaSYzCB65X0O7uNn/9pI+2dJf7bYYewYFojv3x1S7956lJxFkxr5J4Vb7E1l+fYqY39rrtkwdThOGwRERERERERGQbqwTSGrdvZwXeWv8mTa3f0u042X6I2GSMRG9l/ZSad4NBD0rR3ljhlZhP/46gWPM87YB7P8zj36FZmNNXy65Vbebu9c4SOVkRERERERESGkwJMY9gHjm7lzLnN/HZVG+t3dux3nVy+NKIDfEede3QrF86fwuK5zQMGlyriMY+LFkylMZ3ggRc3095ZHOajFBEREREREZHhplvkxjDP8/jauUfy8g/38NArW/hf751OYzrZa51svjTi4y9VtGZqaM3UvON8dak4F79nGvc/s4G7nlhPYzpBY22CxnSCQ9JJGsPeUVMyNRx6SJpEXHFQERERERERkbFMAaYxrj6V4JKTZnDn8rX84uUtXHriYcRjPb2FcvkSrQ3vPMgz2ibVp/jYiYexcnOWPV1F9nSVWLejk2w+C8CvX9sKwLRD0tz2wXnMaakfzcMVERERERERkQNQgGkcaM3UcN68yTz08haWrt7GOUe1AuAHAXvz5VHrwTRUkzM1TO7TA6rsB2TzJY6b1sjG9i6+/8Q6PvmTF7nxvKM4Y86kUTpSERERERERETmQQUUmjDE1wHeBi4E8cLu19pZ+1j0OuAM4DlgFfMZa+2wk/cPAPwHTgN8BV1prt4ZpHnATcCWQBO4BrrPWlsP0icCdwDnATuDr1tr73uF7HpeOnpxh8+FdPL2+nWmNaeZPa6SjUCYAMiP8BLnhFI95TKhNcsL0CZwwHU6e2cQXH17Jlx5eyedOm8XlJx026PGeRERERERERIZLsezzsz9t4kfPvc2RLfVcs3g2sybVjfZhjZrBDm5zK7AQOBu4CrjeGPPRvisZY+qB3wArgBOAx4BfGWMyYfpJwH24INLJQCNwf2QT1wBX4AJZFwGXAF+KpN8LTAJOBW4E7jTGLBzkexj3Fs9pZkZTLY+s2kpbNk+2qwQwaoN8j4TWTA13feQ4zjYt/N/H3uTvH7HkS/5oH5aIiIiIiIhUiULJJwiCQa8fBAHL1+7go/c9z7eX/ZkZTbW8snkPl9z3HN98dA27/0IfZjVgZCIMGl0JXGCtfR543hhzC3A18NM+q38EKAJfsNb6xphrgPPD5XcDnwcesNbeG277cuAtY8wca+0a4G9xvZKWhenXATcD/8cYMxu4AJgbrvtKGFz6LPDkUD6E8SIW87hw/hR++PQGHnxpM6ceMRFg3N4iN1jpZJxvnH8Us5vruOOJ9WzY1cktH5xHc31qn3WDIGDt9g6Wrd3OsjU7KJYDFh0xkcVzJnH0lAyxd9D7KQgCdnUW2ZYtsDWXD/8KbM3m2Ra+ztQkWHTERE6fPYkjJtWpd5WIiIiIiMgICoKAbbkCmXSC2uTg7+5p7yyyfM0Ofv/GNp5Z305zfYozj2zmrCNbOHZq/98d127fy7/8cS1Pr29n5sRavrXkWE6dNZFdHQXueGI9//7iJh5ZtZVPL5zJkuOmkoj95XxH9AaK0oVBnMeBOmttV7hsMfBfQL21thRZ9y6gwVr7sciye4GytfaTxpjVwDettXdF0tcBNwC/BzYCxlq7OkybCbwJzABOC/NOi+S9ArjBWjs7eszbtmUHH3ocBx55YwcdnYXu+bfbO/nxc2+TjMfIl3yuPm0WmXR1B5kqbFuO/3x1C+lknA8dP5UpjWn8IODt9i7e2Jpj9ba9tIfRYvcEOo+3dnUSBNBcn+KMOZM4ffYkTpw+gVSipwOfHwRs2NXJ6205VrXlsFuzvL41Ry5f7rX/mOe209JQQ0tDirZsnlVtue79nT7bbf/4Qxv19LtRMGFCHe3tHaN9GCJjmsqJyOCorIgMTOWkOhRKPrs6iyTjHoekk70eKnUgfhCwq6PofojP5qlJxJicSdOaSVGfOvD300LJ5+3dnazf2clbuzrZ0N5JfSrOjKZaDm+qY0ZTLS0Nqf3+gJ/Ll1i5JcvKzVle3byHlVuy7OwoEvfgiOZ6jp2aYd6UDPOmNjJrYl2v99PeUeQPa7bz6OrtPLuhnbIfMO2QNGfMnsSG9k6eXr+LYjmgtSHFmUe2cPaRzcyf1kjM82jvLPKDJ9fzwEubqEsluHLh4Vx83NR9vve9sS3H7X/8M8+91c4Rk+q4dvFszjn+0KopKy0tmX5PkMFEJaYCOyvBpVAbkAJagM191rV98rcBx0fSN+0n/bAwjT7pbeG0kt5f3r8oh02o5WzTwm9f34YH1KeqZwymgZjJDUyom85/vLiJHz37NnNa6lm3s5POYpm45zFzUi0nz2xibkt9d8+uzmKZtdv38sbWvfzy1S088NJmUvEYs5vraKhJsGVPnrZsnkLZ3XoXj3m0NqSY21zPpIYaGmsSZNIJMjUJ6lNxYuEFaskCd8puzeZ5/M87WL52Jw+8tImfvLCRTE2ChbOaMK0N/fZqCoKAkh/QVSzTVfLpLJbpLPpuvujmPQ/SiTjpZIzaZGSaiJEOo/OVfJ3FMl19XoNHbZ+87q8nf1epZ59dpZ59d5V8PNhnnzWJnvkAyJd8uoo++VKZfMl38yU37+GRTsaoSbi/dCLe/bomDPAVyj75UkCh7FMo+eTDaaHk43mQisdIhet3vw6nQRDmKwdu/USM7N5C97KYB8m4Wz8Z90hFtpGKu/xFP6BY9imWe6aFsk+x7ON5Hqm4RzIec38xj2TCTVNx9/6LZZ+iH1CKbiOc9zyPZNwjGYuRqGwn5qaJmIcfBC6P71MoBZR8P9y3206skj/cfyrukQinyVgMPzyHKn/Fsk+5Ml8O8DxIxFyeZMwjEffcfMztPwBKvk+p7PKUI9sq+z3545U8cY+E17OdyvrFcH+VbRXDaSyybuU9J+O991+u7DcIel6H05hHuG93DHEvnIbL/IDuz6CSNzofi6zv8tNrO+80f8LziMXYJ3/vvG6ZHwR4eMRjbp/d2/K87vcVze8HAeUA/Mpr3wW0Y+FxxzwvfO2F2+OA+f0gzN+dj+5jqKtNUcgXu/P7QYDvQzno2XcQBHieO37P650/5vXe/0D5K+sPJn8Qvo/u/F5l/+6zd3kPTv4g6Dlmv89n1/P59XyG3e/B8/DC/D3r9+QNIp+/F1k/+jl4XnjuB67slIPe537ZD3qd64lY9Dzuff71/fz9Pu+/+z3Heh//WMlf9oNe/wtXFffJv5/P/0DnfxDQ6/yLD7D//vLX1yYpFEr7ze/yhcfdZxsBlfO9//33l7/yeXSXnT7ld3/5u99D5PoTr+QdKL8f7LONgEh+b99rWPT89X0ohe+hsswdv8uTiEX2Hclf6t5f5dyPnA+48hO99scq5SCSvxzZZ7T8VNpy0Tojvp/8vbYRmQ8i+RPxnut/Iu6WAd1lt+T7lHxXl1a2AdG60+tVj8ZjHh6V/fvd9XVPXe4TBD11dyKyjURYf3rQXc/2qn/DdoDbv2v3xPdT/3ph26u/tksAJMP8ybD9lIi0Xyptt0qbyUvEyHUUKJTD/AEkE66tkorHSMRipBJe2I4J217lgHy4jXzY5qu03QBScY+ahGv7dE8jbb9Ke7P7r1x57dqeNYmetmM60oasCduu+2v7VqbRtne60v6tzIf5OwplOovlnmmxTGehTEfRJ+ZBbTJOXcq1ueuScWpTcerC7flBQC5fZm+hxN58mVw43VtwyzzPoyEVpz783lGfitNQk6A+laChJk6x7LOnq0Q2X2JPl/vLdpXY3VUkm3fXq8Z0gsZ0kkw6wSHhd5jGdJLGdIJ82WdXR4FdHUV2dhRp7yyys6PQ60d1D5hQm6SpLsnEuiRNdSkm1iWZUJuks+jTlu1ia65AW3hXR7G8/74dDTVxWhvcQ51aMzW0NqTY01XirV0uoLR5Txd+JOvEuiR7C+Vew6HUJmPMCINN0yek2ZorsHJzlnU7O6hkPbypllNmNnH05Ay7Oous3Jxlqd3OL17eArjvykdPbsC0Zli9LccLG9opB3DYhDSXnngYZx/Z3Os7Wy5fYvnaHTy6ejsPvrSJn76wkeb6FO+d2cRja3eQy5dYsmAqVy2cyYS65H7f+9yWBr73ofksW7ODby37M1c/8ApnvrqFr5w1hwm1+89TLQYTYKrDDewdVZmvGeS6NYNIr4vM728//eVNGWM8a2336XmgiNp4dFlLZrQPYcz52oXzR/sQurW0ZJh3RDNXnT3aRyIiIiIiIiLvVgsw67AmPnHGnCFv6+LWRi5eOGvoBzWODOYeni72DSRV5vv28epv3Y5BpHdF5ve3n/7ydkaDSyIiIiIiIiIiMrIGE2DaCDQZY6IjKk/B9R7auZ91p/RZNoWe2+gOlL4xMk+f15X0A21bRERERERERERGwWACTC8CBWBhZNki4PnoAN+hFcBCY4wHEE4Xhssr6YsqKxtjpuMG8F5hrd0EvBVND19vstZuCPMeGg78HU1fgYiIiIiIiIiIjJoBnyIHYIy5AzgduALXa+hfgU9ba39mjJkC7LbWdhpjGoE1wM+B7wFXAh8D5lhrs8aYU4BlwOdwgaFvA13W2vPC/XwZ+Bvg40AZ+DHwHWvtLWH6I7ixmK4GTgC+D7zPWvvUQfgsxhxjTA3wXeBiXI+x2yufhUg1McbMBr6FCxrvBX4GfNVa22WMORz4AXAqLgh9rbX2N5G878NdS+YAzwCfstauiaR/HrgOOAT4D+Bqa+3eME1lTMYlY8zduLp1cTh/HHAHcBywCviMtfbZyPofBv4JmAb8DrjSWrs1TPOAm3B1dhK4B7jOWlsO0ycCdwLn4Houf91ae98IvE2Rd8UYkwT+GbgcN17tz4G/tdbmVaeIOMaYJtz5eh7Qift+91VrbXmg6/5w1jkiY0V4TX8eV38sDZeNWtkYL+2xwT5H/VrgWeBR3Ad2o7X2Z2HaZuAjANbaPcD5uF5LL+Aq7/Ostdkw/SncB3Y98BSwG/hEZD+3Av8GMz3XngAAB29JREFUPBD+/QT4ZiT9cqAdeBr4Gq7Sr8rgUuhW3Gd5NnAVcL0x5qOje0giB1d4++1/4hrjC3EB5guBb4QX2oeBHcBJwH3AA8aYWWHe6cAvgR8BJwJbgIeNMbEwfQnuQv1Z4H3hNm6L7F5lTMYdY8xZwCcj8/XAb3A/3JwAPAb8yhiTCdMrZecm4GSgEbg/sslrcD8gXQxcBFwCfCmSfi8wCVen3wjcaYyJ9moWGWtuBZYAHwQuAD4A3KA6RaSX7+Gexn06cCnuO9m1Ydq99HPdH4E6R2TUGWPSuFjEvD5J9zJ6ZaPffY8lg+rBJCMvPEG3AxdEIqbXA+daaxcdMLPIOGKMWYQLXk+01ubCZR8Dbsf1gPwV0FoJVBtjluJuq73eGHMjcGalTBhj6nBfCJZYa5caY5YDy62110f2tRRoBgJUxmScCeuGl3E/7pSstYuNMX8NfB2YZa31wy/Rq4F/ttbebYy5H4hZay8NtzEd13NjrrV2jTHmLdwPR3eH6ZcCN1trp4e9C9dU1g3T7wbSle2JjCXGmAlAG/BX1trfhcuuwP0YeiuqU0QAMMbsBj5hrX0onL8NOAZ3p0i/1/3hrHNG8O2L9MsYcwyu04sHLADeH9YBB2wTqT3mDLYHk4y843BPyXs8suxx4CRjTGJ0DklkWFhcT8dcZFmAO/9PBv5U+SIQehw4JXx9MrC8e0PWduB6T55ijInjfl1eHsm7AkgA70FlTManbwB/DP8qTgaesNb6AOGTVZ+g/3KyAViPKyfTgOn0LiePA4eFDZ/3ApujtwjRuwyKjDWLcLf7LK0ssNbea639AKpTRKJ2AB83xtSFdcG5uNuBBrruD2edIzIWnAb8ln3bOqNZNsZNe0wBprFrKrDTWtsVWdYGpICW0TkkkYPPWrut8msvQHgrwtW4bqVTgU19srThunQzQPoEIB1NDx9MsCNMVxmTcSUcx/Bi4It9koZSTqaG85v6pBFJP9C2Rcaa2cA64BJjzEpjzHpjzDfD27FVp4j0+CywGMjinta9Bfh7hlZOBkofqM4RGXXW2juttX8X/sgQNZplY9y0xxRgGrvqcGPSRFXma0b4WERG0u24X4O/Qv/loFIGDpReF5nvL11lTMaFcKDJe3ADTe7qk3ywy0m0HPSXNxV2/RYZazLALODzuHGQPgN8CLgF1SkiUXOAP+HGYDoPmIkb+3ag6/5w1jkiY9lolo1x0x5TgGns6mLfC21lvm80VWTcM8Z4xphv454yeYm1diX9l4NKGThQeldkvr90lTEZL74GvGGt/ff9pB3schItB/3l7Qy7fouMNSXcwKmXWmsfD58Q90VcsKmA6hSR6NN7/9pa+0RYTj6F60HeXzmpXPeHs84RGcsGahOpPYYCTGPZRqAp7NJdMQUXqdw5OockMjzC2+L+H/C/gY9Yax8OkzbizvuoKbgBjgdK34G7GHenh+NgTArTVcZkPPkYcI4xJmeMyQF/B5wWvh5KOdkYmafP60r6gbYtMtZswg2AvzayzOJub9uC6hQRcE+4ylpr344sex6I4760vttyMlD6QHWOyFg2lHN/oPSqaY8pwDR2vYj7BSH66MFFwPPhPf8i1eQ23BfoJdbaByPLVwDHh0/OqlgULq+kdz+dJ3ziz3twTwTygWej6biB8Eq4LuEqYzKeLAaOBY4P/34APBe+XgEsrHSRDqcL6b+cTAdm4MrJJtwTTKLlZBGwKRx8cgVwqDFmZp/0FYiMTU8BCWPM/MiyY3DjzDyF6hQRcIHYCX0G1j46nD7Cga/7w1nniIxlA7WJ1B4DvCAYUz2qJMIYcwfuvugrcBHKfwU+ba392Wgel8jBZIw5Gdfo/wpwb5/kbbhHsr+GG3jyr3C3Cs2z1q4LL7KrgJuAXwA3APOBBeHjQT+K+yL+CdxF+4fAY9baz4b7VhmTcckYcxOwyFq72BjTiHt07c+B7wFX4gK2c6y12XBw8GW4209XAN8Guqy154Xb+jLwN8DHgTLwY+A71tpbwvRHcPf+X4371fv7wPustU+N1PsVeSeMMQ/hBj69Cnfu3g88iOv5pzpF/uKFve+exfXMuxZXTu4EXrLWXn6g6/5w1zkiY4kxJgDeX3kg0WiWjfHSHlMPprHtWtzF/1HgDuBGNVKkCn0onN6M6+YZ/fOADwKtuK7blwMXWWvXAYTTJcBluN4ck4EPRh4P+lPcF4Xv4x5Z/Rzwhci+VcZk3LPW7gHOx/1K9gJwKnBe5VHsYcPjSuB6XDB3N+4LcsWtwL8BD4R/P8EN9FpxOdAOPI37Mv6psdaYEenjMlwg6VHgIVyw6MvW2jKqU0QqT0A8H3f75qO4AOwyXFAWDnDdH4E6R2QsG82yMS7aY+rBJCIiIiIiIiIiQ6IeTCIiIiIiIiIiMiQKMImIiIiIiIiIyJAowCQiIiIiIiIiIkOiAJOIiIiIiIiIiAyJAkwiIiIiIiIiIjIkCjCJiIiIiIiIiMiQKMAkIiIiIiIiIiJDogCTiIiIiIiIiIgMiQJMIiIiIiIiIiIyJP8fbcek1aCaJM4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Распределение суммы займа\", fontsize=16)\n",
    "plt.tick_params(labelsize=14)\n",
    "\n",
    "sns.distplot(df_kiva_loans['loan_amount'], axlabel=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b785c315-67aa-437c-8a98-e06935399571",
    "_kg_hide-input": false,
    "_uuid": "d573921492f79e287f47266e25b71659d3d4dff9",
    "id": "RbcMK4VZbzmx"
   },
   "source": [
    "Налицо наличие ряда предельных значений (выбросов). Они искажают распределение, и график не очень-то информативен в этой форме: нам нужно **усечь данные**, исключив выбросы из рассмотрения. Каким образом мы можем это сделать?\n",
    "\n",
    "Предлагаю использовать основное, но очень мощное правило: правило трёх сигм — **68–95–99.7**. Это правило гласит, что для нормального распределения:\n",
    "* 68.27% значений $ \\in [\\mu - \\sigma , \\mu + \\sigma]$\n",
    "* 95.45% значений $ \\in [\\mu - 2\\sigma , \\mu + 2\\sigma]$\n",
    "* 99.7% значений $ \\in [\\mu - 3\\sigma , \\mu + 3\\sigma]$  \n",
    "где $\\mu$ и $\\sigma$ — среднее значение и стандартное отклонение нормального распределения.\n",
    "\n",
    "Здесь верно, что распределение не обязательно нормальное, но для формы, подобной той, которая у нас есть, мы увидим, что применение третьего фильтра **значительно улучшит наши результаты**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_1cfIsUMbzmy"
   },
   "source": [
    "<img src=\"https://www.researchgate.net/profile/Bin_Wang111/publication/273955667/figure/fig3/AS:339883190177813@1458045875582/The-confidence-intervals-correspond-to-3-sigma-rule-of-the-normal-distribution.png\" width=\"850\" height=\"442\" />\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "46ed80ca-a3a6-43e9-ae85-9461bf359d23",
    "_uuid": "d7087e1d6050047b7a2b2f4a66e1096f0ad1a23e",
    "id": "AOzioT0Wbzmz",
    "outputId": "a72c3f14-95bc-4fe0-d5c0-aa4853458901"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Наблюдаемое отклонение от среднего\n",
    "dev = (df_kiva_loans['loan_amount']-df_kiva_loans['loan_amount'].mean()).abs()\n",
    "# Стандартное отклонение\n",
    "std = df_kiva_loans['loan_amount'].std()\n",
    "# Фильтруем исходный набор данных\n",
    "df_kiva_loans_trimmed = df_kiva_loans[~(dev>3*std)]\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Распределение суммы займа (без выбросов)\", fontsize=16)\n",
    "plt.tick_params(labelsize=14)\n",
    "plt.xticks(np.arange(0, max(df_kiva_loans_trimmed['loan_amount']+1), 200))\n",
    "\n",
    "sns.distplot(df_kiva_loans_trimmed['loan_amount'], axlabel=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "081562c0-f97a-4715-a61b-1a1ab79d49d3",
    "_uuid": "afe2bf495503742e6fc5aabb94bc276909d29991",
    "id": "fy4CZ839bzm2"
   },
   "source": [
    "Теперь явно намного лучше!\n",
    "\n",
    "* Большинство ссуд составляют от 100 до 600 долларов США с пиковыми значениями в районе 200 и 400 долларов США.\n",
    "* Сумма, естественно, уменьшается, но мы можем заметить наличие её нескольких пиков в 1000 (наиболее чёткий), 1500 и 2000 долларов США. Можно предположить, что есть определённый класс проектов, которые являются более «сложными» и финансируются бОльшими суммами."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-hC2lbx7bzm2"
   },
   "source": [
    "### 2.4.2. Суммы займа в разрезе секторов\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dS-cNp7Ybzm2"
   },
   "source": [
    "Как насчёт больших подробностей? У нас есть информация о сумме кредита в целом, давайте теперь посмотрим разбиение по секторам:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "72761a5c-0247-4c27-8aad-3aa240aeac70",
    "_uuid": "f95427211ead6dc3e0129bc2600210735b420873",
    "id": "my4my1WCbzm3",
    "outputId": "6108ae16-d1ee-4006-c93d-c8dcd955f82f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Суммы займов по секторам\", fontsize=18)\n",
    "plt.xticks(np.arange(0, max(df_kiva_loans['loan_amount']+1), 10000))\n",
    "plt.tick_params(labelsize=14)\n",
    "\n",
    "sns.boxplot(x='loan_amount', y=\"sector\", data=df_kiva_loans).set(ylabel=None, xlabel=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "339bb3e9-839e-4681-b273-165f4b7369f0",
    "_uuid": "cad110f45432091e735484b17110bb6c7e9f94f3",
    "id": "fYHMhhVlbzm4"
   },
   "source": [
    "Как видите, для любого сектора есть значения-выбросы. И почти для всех секторов, кроме **личные нужды, индустрия развлечений**, — наличие займов на суммы в районе $50.000.\n",
    "\n",
    "Например, кажется, что кто-то запросил кредит на 100 000 для сельскохозяйственного проекта. Есть также много займов на суммы 20к, 50к."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "c_DhQ1xkbzm5"
   },
   "source": [
    "`Вопрос для самостоятельной работы:`\n",
    "\n",
    "**Изучите несколько займов с очень большими суммами. Что можно сказать о назначении этих заявок? В каких странах они оформлены? Каков гендерный состав заявителей?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "x_fKdBVsbzm5"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "lcgYLR8_bzm7"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "GI6U7-Ubbzm9"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nptdJJmrbzm_"
   },
   "source": [
    "Давайте взглянем на средние и медианные значения суммы займа по секторам:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "f12e8ae7-71d6-4b5a-9118-a99c1dd1c4c3",
    "_uuid": "c3e2cce2070a6aec1a57a1f4c2c607d818866830",
    "id": "ccPTvpJ2bznA",
    "outputId": "8b6b95e3-bda9-418a-c313-c2f2694b7e5a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>median</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sector</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Wholesale</td>\n",
       "      <td>950.0</td>\n",
       "      <td>1569.716088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Entertainment</td>\n",
       "      <td>887.5</td>\n",
       "      <td>1673.674699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Education</td>\n",
       "      <td>725.0</td>\n",
       "      <td>998.565924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Health</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1067.266616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Construction</td>\n",
       "      <td>700.0</td>\n",
       "      <td>1068.147735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Clothing</td>\n",
       "      <td>600.0</td>\n",
       "      <td>1139.237829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Services</td>\n",
       "      <td>550.0</td>\n",
       "      <td>1064.631148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Agriculture</td>\n",
       "      <td>500.0</td>\n",
       "      <td>793.490228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Housing</td>\n",
       "      <td>500.0</td>\n",
       "      <td>701.549020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Manufacturing</td>\n",
       "      <td>500.0</td>\n",
       "      <td>877.561211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Arts</td>\n",
       "      <td>475.0</td>\n",
       "      <td>1014.952322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Food</td>\n",
       "      <td>450.0</td>\n",
       "      <td>889.864039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Transportation</td>\n",
       "      <td>450.0</td>\n",
       "      <td>713.165356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Retail</td>\n",
       "      <td>425.0</td>\n",
       "      <td>788.173727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Personal Use</td>\n",
       "      <td>200.0</td>\n",
       "      <td>411.030644</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                median         mean\n",
       "sector                             \n",
       "Wholesale        950.0  1569.716088\n",
       "Entertainment    887.5  1673.674699\n",
       "Education        725.0   998.565924\n",
       "Health           725.0  1067.266616\n",
       "Construction     700.0  1068.147735\n",
       "Clothing         600.0  1139.237829\n",
       "Services         550.0  1064.631148\n",
       "Agriculture      500.0   793.490228\n",
       "Housing          500.0   701.549020\n",
       "Manufacturing    500.0   877.561211\n",
       "Arts             475.0  1014.952322\n",
       "Food             450.0   889.864039\n",
       "Transportation   450.0   713.165356\n",
       "Retail           425.0   788.173727\n",
       "Personal Use     200.0   411.030644"
      ]
     },
     "execution_count": 49,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sector_mean_median = df_kiva_loans\\\n",
    "    .groupby(['sector'])['loan_amount']\\\n",
    "    .agg(median='median', mean='mean')\\\n",
    "    .sort_values(by='median', ascending=False)\n",
    "\n",
    "sort_order = sector_mean_median.index.to_list()\n",
    "\n",
    "sector_mean_median"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RwDa-UsybznB"
   },
   "source": [
    "А также график, после того как мы избавимся от выбросов:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "72761a5c-0247-4c27-8aad-3aa240aeac70",
    "_uuid": "f95427211ead6dc3e0129bc2600210735b420873",
    "id": "oNVVvCAGbznC",
    "outputId": "afda2dbd-75ee-4fa1-80b1-1abb9fe25f8d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5NJeVRfNZOTSXlUNzWTk0l5VF81k5NJeVo9znUpljIhVsxoxpNDcvTfWa2toetLZ+XKSIqtOqVS0A1NXVd2m/msvKsvfeezF8eGOpwxARERERqThaHBOpYM3NS1n26ivsUbd9h1/TWsR4qlXLqhUA1H3UtQtVmsvKsWzVirL/a5uIiIiISHelxTGRCrdH3fZcPuSIUodR1cYufBRA8yCdFp1DIiIiIiJSeNpzTEREREREREREqpYWx0REREREREREpGppcUxERERERERERKqWFsdERERERERERKRqaXFMRERERERERESqlhbHpEstXDiPhQvnlToMEREREZFO0e+zIiKVp7bUAUh1mT9/LgBDhgwtbSAiIiIiIp2g32dFRCqPMsdERERERERERKRqlXxxzMx+a2Z35ZT9h5m1mdlPc8pHmdn7ZtZsZiM72d/pZvbmpsTcwX7mmdnYYvcjIiIiIiIiIiKdV/LFMWABMCin7BDg7fB7tq+F9du6IC4REREREZFOW7lyJWPHXklLy8pNaqepaSmjRp3KsmVNne6zELEsWfIcjY3DeeGF5zvdRtpY0sa9cuVKLr304lj9Qs1DGp2Ju6tjTJJ2jgsxl77ypqalDB/e0KHzPm0saaV5D0r3VC6LY3uZWX1W2cHAzcDnzWynrPIDgHldGJuIiIiIiEinPPDALJx7idmz79+kdiZNuo21a9cwceJtne6zELFMmHALbW3rGT9+XKfbSBtL2rgfeGAWL7zwQqx+oeYhjc7E3dUxJkk7x4WYS1/5pEm3sWZNx877tLGkleY9KN1TOSyO/RFYB+wPEC6SfQm4B3iNYKEMM6sD9uGTxbF9zOwpM1tnZv9rZl+OGjSz3czsPjNbYWbvmdkEM9sqqXMzG2hmc81srZm9amYXmllN+Ny2ZnZv2M4/zOzXZrZL1msvMbPXzewjM3vHzH7sG6SZnRXW/SCMe//OHzIRERERESlnK1euZMGCJ2lra2PBgic7nc3S1LSUt94KdoV566038mau+PosRCxLljzH6tWrAVi9enWns8fSxJI27qT6hZqHNAoRdymkneNCzKWvPM15nzaWtNLGIt1Tye9W6Zz7l5n9geDSyseAoUGx+z8zm0dwaeV9BJdUrgSid+go4HTgBWASMAX4qpltAcwFXg3b2gGYCtQA52T3bWY9gd8BM4Czgc+G7XwE3A5cC/QDDgI+Dp+7Ffi2mWWAi4CTCBbxvgFMMrOHnHPP5PRzdNjWWcCLwHBgrpnt7Zx7p5OHrltataqFlpYWxo69stShVIXm5ibqe5T8bS4im2jVh2tZ9frr+tlZIWpre9Da+nGpw5AC0FxWjjRz2dzcRH19fbv1HnhgFm1twW4wbW3rmT37fkaMGJU6tkmT4pkqEyfexg033Jqqz0LEMmHCLbHH48ePY/Lk6anayBfjptb11Ye2gsxDGoWIu9gxJkk7x4WYS195mvM+bSxppY1FuqdyyByD4NLKfwv/fTDwZPjvJ/lk37GvAQucc9F+Y5Odc7Odc38DxgP7huXfAHYDMs65551zTxIsip0dZp9lOxlY4Zz7kXPuFefcw8DlwAXh8/2AD4ClzrkXgUbgpvC5t4ARzrknnHNNzrmfA+8CAxPGdzFwvXPuwbCf64A/AZ26qYCIiIiIiJS3RYsW0traCkBrayuLFi3oVDtRxsonj99I3WchYokyinyPOypNLGnjTqpfqHlIoxBxl0LaOS7EXPrK05z3aWNJK20s0j2VS0rJQuA74b8PAa4O/z2PYD+yTxHsN/Zw1mtey/r3KmBzM+sBDABedc6tyHp+EdAD2Cun3wHAQDP7IKtsM2DLMAPteuC3wHIzexKYDdwF4Jx70swGmdlPwnb2A3YJ+8k1APgvM7s2q2xLoOh3zSw3dXX11NXVc/nl3itQpYDGjr0Slr9f6jBEZBPVbdmTHXb9FJdeelWpQ5ECqK/vRUvLmlKHIQWguawcaeayo1m8gwcPYf78ubS2tlJbW8vgwQd2KrY+fXaLfTjv02f31H0WIpbevXvHFkt69+6duo20saSNO7l+W0HmIY3CxN310s5xIebSV57mvE8bS1ppY5HuqVwyxxYD24f7hn0OmA/gnHsbeAX4OkFm2bys1yTlPdcQ7F+Wq0fO90ht2OaXsr72BQxodc4tBvoSZHitBMYRXIaJmZ0JPAH0BH4NHIp/sasWuDCnnwHADzz1RURERESkGzvuuBOoqakBoKZmM44/vqFT7YwefX7s8TnnnO+p6e+zELGMGfP92OPzzrswdRtpY0kbd1L9Qs1DGoWIuxTSznEh5tJXnua8TxtLWmljke6pLBbHnHNrgGeB0cBfnXPvZT39JPAtoI1P9hvL5yXgs2a2fVbZAQSLaa/mdg3sDTQ55151zr1KsHB1iXNuvZldAAxyzt3jnDsFOAoYamY7h7Fe55y7wDl3F/AesDPBAt1GQwR2j/oI+7mQYE80ERERERGpMNtttx0HHngwNTU1HHjgwdTXb9epdvr160+fPrsBQcbKHnv0S91nIWL5whe+uCGTqHfv3gwcuG87r0gX46bW9dUv1DykUYi4SyHtHBdiLn3lac77tLGklTYW6Z7KYnEstAD4Np/sNxaZBxxHfL+xfB4H/gbMMLN9zWwowZ5kM51zudeX3U1weeNUMxtgZocDE4HokszdgdvNbLCZ7QmcAiwjWAh7HzjUAl8B7gU2D9vLdQtwnpmdZmafMbOrgDOAlzswHhERERER6YaOO+4EzAZschbL6NHn07Nnrw5lrPj6LEQsY8Z8n5qazTqdNdaZWNLGfdxxJzBw4MBY/ULNQxqdiburY0ySdo4LMZe+8tGjz6dXr46d92ljSSvNe1C6p5rojg6lZmb/CTwEHO+ceyCrfFfgbeAC59xtYVkTMNY5NzV8PJRgUW1z51yrmfUDJhDsX/YBcA/wQ+fcOjM7PXztbuFr9yO4A+UggksnZwCXhe30Am4DjgW2AZ4GznXOLTGzfYD/Jsg0e4/gjpr9gFXOuTPDO20+5Zy7POznXOB7wKcJFsV+GN4AYCPLl/+zPCYlhY7u0xDt0aA9x7pGtOfY5UOOKHUoVW3swkcBNA/SaWMXPkqt9hyrGNqnqnJoLitHZ/Yc0++z5Uvvzcqhuawc5TKXO+20TdLVfmWzIT/Ouf8h4ZJE59w7ueXOuX45j+dl13HONQHDPP3cCdyZ9fgveC5vDC/3HBV+5T73MjA46XXh80NzHt8O3O6rLyIiIiIiIiIiXa9sFsekOhx00CGlDkFEREREpNP0+6yISOXR4ph0qSFDhpY6BBERERGRTtPvsyIilaecNuQXERERERERERHpUlocExERERERERGRqqXFMRERERERERERqVpaHBMRERERERERkaqlDflFKtyyVSsYu/DRUodR1ZpXrQDQPEinLVu1gj13/VSpwxARERERqUhaHBOpYH379k/9mtraHrS2flyEaKpX/RY9gn/U1Xdpv5rLyrHHTjuw5557ljoMEREREZGKpMUxkQrW2Dgi9Wvq63vR0rKmCNFIV9NcVhbNp4iIiIhIcWjPMRERERERERERqVpaHBMRERERERERkaqlxTEREREREREREalaWhwTEREREREREZGqpcUxERERERERERGpWrpbpUg3M2PGNJqblxat/draHrS2fly09oth1aoWAOrq6kscSXnpjnNZbH379u/UXVxFRERERKRyaXFMpJtpbl5K86svs0fdVkVp/19FabW4WlatA2Dbj1pKHEl56Y5zWUzLwvNEREREREQkmxbHRLqhPeq24tJ/71/qMMrG9b8PMul0TCSf6DwRERERERHJpj3HRERERERERESkamlxTEREREREREREqpYWx0REREREREREpGppcUxERERERERERKqWFsekKBYunMfChfNKHYaIiIhIxdDvVyIiIsWhu1VKUcyfPxeAIUOGljYQERERkQqh369ERESKQ5ljIiIiIiIiIiJStVJnjplZE9DX8/TxzrkH2nn9l4BtnHML0/Ydvv5TwMHOuXs7UHco8CSwuXOutTP9FYuZNQBPOefeLXUsIiIiIiIiIiLVqrOZYxcCuyZ8PdyB184GrJP9AtwAHN3BuouAXctwYawvMAvYutSxiIiIiEjlWblyJWPHXklLy8pNamfx4qfIZBp4+ulF7bb/+OOPkMk0MHfuY10aY5IlS56jsXE4L7zwfLt1L7roXIYNO4qLL74gVt7UtJRRo05l2bKmTsfhG2Mxx16IuAvVTjHHme/YXnrpxV3eZ1ePs6vbSNt2IfqcM2c2w4YdxUMPPbipYW6ycp/jUrRdaTq7OPYP59y7CV8fduC1NZ3sM/XrnXMflWlm1qYeAxERERERrwcemIVzLzF79v2b1M7kyRMAmDRpfLvtT58+FYBp06Z0aYxJJky4hba29YwfP67duu+++w4Ab7/9Zqx80qTbWLt2DRMn3tbpOHxjLObYCxF3odop5jjzHdsXXnihy/vs6nF2dRtp2y5En/fddw8AM2fO2KQYC6Hc57gUbVeagu85ZmZNZjbGzBaZ2Roze8bM9g+fm0dwSeYdZnZnWDbQzOaa2Voze9XMLjSzmvC5q81sjpk9aWYrzewPwGnAKeHlnZjZPmb2sJn908zWmdlTZjYwfG6ombWZWa2Z9Qv//a2wn1Vh2zuGdU8PX/ujsK93zexkMxtuZsvCsv/KGueWZvZTM1tuZu+b2X1mtnP4XN6+gKXh91fM7PRCz4GIiIiIVK+VK1eyYMGTtLW1sWDBk53OGFi8+ClaW4MLMFpbWzdkjyW1//jjj9DW1gZAW1tbu9ljhYoxyZIlz7F69WoAVq9enTd77KKLzo09jrLHmpqW8tZbwWLZW2+90ansKd8Yizn2QsRdqHaKOc5SHNty6rOr20jbdiH6nDNnduxxKbPHyn2OS9F2JSrW3SqvAkYBrwMTwq9BwDeB54BbgV+YWU/gd8AM4Gzgs8AU4CPg9rCto4FzgfMJFpWmAj2A0eEi2hxgLjAGqAMmAjcBR3li+yFwCrAlwaWNPwAuCZ/bH3g1/H5eGMufgf8E/h2YZGa/cs4tAf4LOAAYBqwGrgYeMrN/60Bf/wY8E77+ufYOZne0alULLS0tjB17ZalDqTjNzU3U9SirK4VFuoVVH7ayqrmp2/5cqq3tQWvrx6UOQwpAc1k5unoum5ubqK+vb7feAw/MylqoWs/s2fczYsSo1P1FWWORSZPGM2jQ4MT25859NFZ32rQpHHLI4UWPMcmECbfEHo8fP47Jk6cn1o2yxiJR9tikSfFsqYkTb+OGG25NFYdvjMUceyHiLlQ7xRxnKY5tOfXZ1W2kbbsQfUZZY5GZM2cwbNixBYk7rXKf41K0XYk6mzk2wcw+yPnKzkO+yzn3gHPueeBm4KsAzrkVwMcEl2WuAk4GVjjnfuSce8U59zBwOZB9wf/7zrkJzrnnnXP/BNYC65xzy4FeBItlFznnXnPO/Rm4ExiYJ/ZrnHNPO+cWAPcQLIRFegDnOudeBe4AegNXOeeWOOd+DqwC9jGzXgSLcd8J2/or0Bj2+/UO9LU8/P6ec25tnlhFRERERFJZtGhhLONr0aIFnWonaiP3cVL70QewSO7jYsWYJMoa8z3uiChr6pPHb6RuwzfGYo69EHEXqp1ijrMUx7ac+uzqNtK2Xcw+S6Hc57gUbVeizmaOXUOQCZUt+89mr2X9+x/AZmbWwzmX+6e1AcBAM/sgq2wzYEsz2yJ83OQLwjm32sx+BjSa2VeBfYAvA+/niT03ts2zHr8XLsBBsAgH0Jz1/DqCLLA9gS2AhWaxewtsBewNRP975OurotXV1VNXV8/ll/+41KFUnLFjr6RteVOpwxDpduq2rKV+p37d9udSfX0vWlrWlDoMKQDNZeXo6rnsaObr4MFDmD9/Lq2trdTW1jJ48IGd6q+2tja2QFZbW+ttf+7cR2MLYjU1+bfYLVSMSXr37h1bEOvdu3fqNvr02S22QNSnz+6p2/CNsZhjL0TchWqnmOMsxbEtpz67uo20bRezz1Io9zkuRduVqLOZY8udc6/mfC3Nev6jhNck/Q9ZC8wDvpT1tS/B3Syj/4nX+YIws62BP4B1vPgAACAASURBVAIZ4GWCyzl/0E7subFlx5V0rdp6T9wAB+XEvjeQvdNdvr5ERERERAruuONO2LA4VVOzGccf39Cpds4+e0zs8ejR53nbP+20kbG6I0ac1SUxJhkz5vuxx+edd6G37i677Bp7/OlP7wbA6NHnx8rPOSf+uCN8Yyzm2AsRd6HaKeY4S3Fsy6nPrm4jbduF6HP48FNij086qXETo+28cp/jUrRdiQq+IX8HZOdYO4IFpaZokY1gkekS51zSolTu64cCuwNDnXM3OeceB/ag+ItQrxFkyu2YFfdy4BaCGw60J3+euYiIiIhIJ2233XYceODB1NTUcOCBB1Nfv12n2jnggK9vyBarra1l0KDB3vYPO+zIrA9hNXn3GytkjEm+8IUvbsgW6927NwMH7uute/PNt8ce33jjTwHo168/ffoEC2V9+uzOHnv0Sx2Hb4zFHHsh4i5UO8UcZymObTn12dVtpG27EH0ec8zxscel2m8Myn+OS9F2Jers4ti2ZrZLwtc2HXjtBwT7dm0P3E1wmeJUMxtgZocTbKi/op3X9zWzPgSXT/YCvhneIXIkwV5gW3ZyXB0SXnp5B8Hea4eY2T7AdIKst1c60ER0GekXw+w3EREREZGCOe64EzAbsMmZAlH2WJQ1lq/9KHusvayxQseYZMyY71NTs1nerLFIlD0WZY1FRo8+n549e3U6+wr8Yyzm2AsRd6HaKeY48x3bgQMHdnmfXT3Orm4jbduF6DPKHitl1lik3Oe4FG1Xmpr2NsvMZWZN+LOjxgENwFjn3NSw/lDgSWBz51yrmZ1NsEn/o865b5nZfgR3rxwErCS4c+VlYd2rgcOccxs2uTez/YEHCfb82gm4EjiHYL+vJQSLVtPCGPeM+gZ2I7jb5V5hphfZ7ZvZ6WHcu4XPfZZgoau/c64pLHuXYPP/u8M7bd4EnBj2vYhgM/+/mVm/fH2Fj6cR3JDgYudc7HYwy5f/s9tlluXuuRHtidFd9/YpZ9GeY5f+e/9Sh1I2rv99cFW3jonkc/3vl1KjPcekDGguK0ep9hzrrj/Hypnel5VF81k5NJeVo1zmcqedtkm80jD14pgUnxbHJB8tjm1Mi2PSEVock3KhuawcWhyrHHpfVhbNZ+XQXFaOcplL3+JYZ+9WKZLXQQcdUuoQRERERCqKfr8SEREpDi2OSVEMGTK01CGIiIiIVBT9fiUiIlIcpbhbpYiIiIiIiIiISFnQ4piIiIiIiIiIiFQtLY6JiIiIiIiIiEjV0uKYiIiIiIiIiIhULS2OiYiIiIiIiIhI1dLdKkW6oWWr1nH975eWOoyysWzVOgAdE8lr2ap19N2p1FGIiIiIiEi50eKYSDfTt2//orZfW9uD1taPi9pHodVv0QJATV19iSMpL91xLoup707Ff/+IiIiIiEj3o8UxkW6msXFEUduvr+9FS8uaovYhXUNzKSIiIiIi0j7tOSYiIiIiIiIiIlVLi2MiIiIiIiIiIlK1tDgmIiIiIiIiIiJVS4tjIiIiIiIiIiJStbQhv0g3M2PGNJqblxat/e54h8NVq4K7VdbpbpUx5TSXffv2L/rNJERERERERDpDi2Mi3Uxz81KWvvYiu9TVlDqUsrGipQ2ALf71TokjkSTvrmordQgiIiIiIiJeWhwT6YZ2qathxEF6+0amzW8F0DEpU9H8iIiIiIiIlCPtOSYiIiIiIiIiIlVLi2MiIiIiIiIiIlK1tDgmIiIiIiIiIiJVS4tjIiIiIiIiIiJStbQ4JkWxcOE8Fi6cV+owREREpEzodwMREREpV7q1mxTF/PlzARgyZGhpAxEREZGyoN8NREREpFwpc0xERERERERERKpW2WWOmVkT0Nfz9PHOuQdy6h8GPOacqylyXFsAI5xzk8PH84CnnHOXF7NfEREREREREREpnnLNHLsQ2DXh6+ESxvRt4Iqsx98Eri9RLCIiIiIVIZNp2PCV7ZJLLiCTaeCHP7wwVn7GGSeTyTRw5pmnbCibPv0XZDINzJhxZ4favuqqS8lkGrjmmsti5ddeewWZTAPXXXf1hrLLLruITKaBK664ZKO2hw07aqO2p0yZSCbTwNSpP293PBdddC6ZTAMXX3xBh+IeM2YUmUwD5513dsHbTho7wFlnnUYm08B3vjMiVp7Uvq9tX3m+Y5tbP23ct99+C5lMAxMn3tZufd9c3nvvL8lkGpg1a2as3DfHSeW+c83Xhi9uXyyNjSeQyTRw6qnD22378ccfIZNpYO7cx2LlS5Y8R2PjcF544flYedJ5leb8zjf+kSMzZDINjBrV2G7bvjZ84znjjJMZNuyo2M+IceOuJ5Np4NZbb4rVvf76H5PJNHDjjdfFyn31R41qJJNp4KyzTouVJ8Xui883x3PmzCaTaeChhx5stzzNOQj+8yfp/eCLw9eGrzzpvPK17TsHfe/NpqaljBp1KsuWNcXKk9pfvPgpMpkGnn56Uaxu2mOY1LZvjn3nle99knRO+MboO96+WJLa8f2f6TtWvlgqTbkujv3DOfduwteHJYwplpnmnFvhnPugVMGIiIiIVLK33noTgDfeaI6Vf/TRRwB8+OEnvxY+9ljw99NHHnmoQ22/9tqrALzyiouVO/cSAC+99NcNZc3NTQAsXfpah9pesOBJAObNezxWnjSed999B4C3336zQ223tKwEYMWK9wvedtLYAdasWQ3ABx/8M1aetv0kaY9tEl/c0Ye7xYsXdqh+kt/85tcAPPjg/bFy3xwnlfvONV8bvrh9sbS1tQGwfv36dtuePn0qANOmTYmVT5hwC21t6xk/flysPOm8SnN+g3/869atA2Dt2rXttu1rwzeepJ8Rf/nLnwB49tmnY3X/+tdgMeb55/8SK/fVj+KN3hf5YvfF55vj++67B4CZM2e0W57mHAT/+ZP0fvDF4WvDV550Xvna9p2DPpMm3cbatWs2WmBMan/y5Anha8bH6qY9hklt++bYd1753idJ54RvjL7j7YslqR3f/5m+Y+WLpdKU6+KYl5lta2a/MrN/mpkDvpz1XD8zazOzz2aVXW1mT2U9PszM/mRma8zsBTM7Ouu5EWb2kpl9ZGbvmdkkM6s1s6HANKBP2H4/M5tnZmOzXnu6mb1oZmvN7NnwNdFzTWY2xswWhf0+Y2b7F+0giYiIiHQDSRlGEPx1PVv0V/Yzzjg5Vn7mmacwffovYmXRX8J9bV911aWx8igb5dprr4iVX3fd1Vx22UWxsijDydf2lCkTY+VR5kHSeC666NxYWZSB5Wt7zJhRsfIoe6wQbSeNHdgoOybKHktq39e2rzzNsU0b9+233xIrjz7QJdX3tX3vvb+MlUdZGr45Tir3nWu+Nnxx+2JpbDwhVn7qqcO9bT/++CMbFtLa2to2ZJcsWfIcq1cHCz2rV6/ekLmTdF6lOb/B/14bOTITKx81qtHbtq8N33iSfkaMGxe/2CfKBrv++h/HyqMsH1/97Cw3+OT9kRS7Lz7fHM+ZMztWHmUnJZWnOQfBf/4kvR98cfja8JUnnVe+tn3noO+92dS0dMMi01tvvbEhmymp/cWLn6K1tRWA1tbWDYtQaY9hUtu+OfadV773SdI54Ruj73j7Yklqx/d/pu9Y+WKpRGW351gH/BzYBzgI2AmY3tEXmtk+wG+B6wgukzwKmGVmnwM+DfwMOAV4FtgfuBt4EngAuAC4hGAxbnlOu6cDE4HRwB+AEcBvzWwf59yysNpVwCjgdWBC+DUo1ci7kVWrWmhpaWHs2CtLHUrFaW5uolePtlKHIdJhH6xr4/+am/TzYBPV1vagtfXjUochBVCtc9nc3ER9fX2H6ka/iEeiv7JHGSGRDz/8cMNfwCOPPPIQjY2ne9uOslAiUTZKlEERScosai/DKco4iMyb9zgjR37HO55s7WVgRVljkSh7rBBt+8aemx0TZY9FWWMdbT9JlDUW6Uz2mC/u3EuCFi9eyDnnnN+hOY5E2RmRBx+8nxNOOMk7x0nluaJzzdeGL25fLNGH4cj69eu9bUdZJZFp06ZwyCGHM2FC/IP5+PHjmDx5euJ5lXtutXd++95rUdZYZO3atd64fW34xpP0MyLKAotE2WBRdk8kyvLx1c/OcoNP3h9JsdfUxLfDjuLzzXGUlRSZOXMGw4Ydm1ieK985OHLkd7znT9L7Ifc9EcXha8NXnnReRQtguW37zkGfSZPi2UsTJ97GDTfcmnisamvjyx2TJo1n0KDBqd7HI0d+J7Ft3xz7zivf+yTpnFi2bGniGH3H2/d+SDpWb731Rqws+j8zyhqLRMfKd7wrUbkujk0ws5/mlLUAA4HhwGHOuT8DhNlbt3ew3TOBZ5xz14SPbzOzbYCtgbXAmc656IxrNrMLgYHOufvMbBWw3jn3bthvdrvnAROcc3eFj38YZo6dC/wgLLsrupmAmd0MxJefRUREREREiiB3IS16nLtgkfu4XPnGUy7KPb5iS3NepT0HcxeZchd7skWZUL7Hm6KYc5xmjPliKcSxShtLd1aui2PXALNyyj4G9gZ6AM9llf+JjvscQVbYBs657Esj15rZNQSLcF8A9gKe6EC7A4CxOWWLw/JI9p/D/gFsZmY9nHMV+afjurp66urqufzyH7dfWVIZO/ZK1r73UvsVRcrE1lvVsNOO/fTzYBPV1/eipWVNqcOQAqjWuVT2qEjp1NTUxD5AR1kvvXv3ji1G9O7du8tj6wzfeMpFucdXbEnnlW/RK+052KfPbrEFmz59dvfWra2tjS365GaSbYpiznGaMeaLJakd3+KW71iljaU7K9c9x5Y7517N+crOLcw+8/6V9e+k5drsd8BHCc8DYGZHAn8muCvm74AG4PcdjHdtQlmP8Ctf39X1U1JERESkA/r02S32ePfd+wKwxRZbxMq33HJLDj/8P2JlRx45LG/bn/nMZ2OP99oruBrAbECsfMCAz9O3b79YWf/+n8nb9oEHHhx7PHToYUDyeHbZZddY2ac/Ha+Tq75+u9jj7bffoWBtJ40doFev+IfUrbfeBiB1+0nSHtskvrgHDRocKz/ggCF56yc5+uhvxh4fe2yw35FvjpPKfeearw1f3L5Ycj+Mb7bZZt62TzttZKx8xIizABgz5vux8vPOC/ZBSjqv0pzf4H+vbbXVVrHynj17etv2teEbT9LPiP32+2qs7CtfCXa2+fzn942V77vvfgDe+j179oyVR++PpNh98fnmePjwU2LlJ53U6C1Pcw6C//xJej/44vC14StPOq98bfvOQZ/Ro8+PPT7nnOBxUvtnnz0m57XnAenex762fXPsO69875Okc8I3Rt/x9sWS1I7v/0zfsfLFUonKdXHMxxEshmVvZr9f1r+jBahts8r2zPr3Kzn1MbPHzGwUwX5g051zZznnpgIvAZ/hkwWsfHmSL7Px/mFfC+MVERERkQR3331/4uMbbojvrvGTnwR3MPvv/45vRvyLX9zDaaedGSuL9hvztX3NNfHNtq+6Ktgs+Yorro2VX3bZ1Vx33c2xsmuvvSFv22eddU6sfOTI73jHc/PN8V1Bbrzxp3nbnjDhjlj5+PGTC9Z20tgBpkyJ7/vz859PA0hs39e2rzzNsU0b97nnxj9sRx/mkur72j7xxPjG7ieccBLgn+Okct+55mvDF7cvlhkz4hfa3HXXfd62DzvsyA2LaTU1NRxyyOEAfOELX9yQqdO7d28GDgw+2CedV2nOb/C/16ZOvTtWfscdM7xt+9rwjSfpZ8SFF8Y39f/e94Jdby69NJ7NevHFwWb/vvp33BHf7yt6fyTF7ovPN8fHHHN8rHzYsGO95WnOQfCfP0nvB18cvjZ85Unnla9t3znoe2/269d/w0JTnz67s8ce/YDkY3XAAV/fkAFVW1u7YSEq7TFMats3x77zyvc+STonfGP0HW9fLEnt+P7P9B0rXyyVqFwXx7Y1s11yvwgWqGYQ7BX2NTM7GMi+zcbfgTeAH5nZnmbWCPxn1vOTgEFmdqmZfdbMzgcGE1w6+T5wgJnta2YDgTsJssi2DF/7AVBnZnubWW4+5jjgHDM7NXz+J8CXgDsQERERkdSiX8ajv65HosyQLbfcckNZ9Jfw9rLGIlE2SpSFEokyKbIziqIMp45mNkWZB1HGQSRpPFEGVkczr6LssShrrJBtJ40dPsmOibLGOtt+krTHNokv7uiDXZSZ0179JFGWRpSdEfHNcVK571zzteGL2xdL9IF4s80++VjnazvKLomySiJjxnyfmprNNsrYSTqv0pzf4B9/lD2WnY3la9vXhm88ST8jomywKAssEmX5RNk97dWP4s3NqkyK3Refb46j7KQooypfeZpzEPznT9L7wReHrw1fedJ55Wvbdw76jB59Pj179tooiymp/SgjKsqEiqQ9hklt++bYd1753idJ54RvjL7j7YslqR3f/5m+Y+WLpdLUlNvmgGbWBPT1PD2OYDHsdoKN+VcQ3PXxJudcTfj6w8Pn+xHcafIJ4Djn3NfD548CbiDYT+xl4AfOucfMbFeCBbGvE+wJ9jCwBhjgnDvUzLYDHiXYi+zfw1iecs5dHrY7BrgI2AX4X+Bi59yCrDGNDTPSCDfrfxLY3Dm30a6Ay5f/s7wmpQNy90+J9hXRHkOFF+05NuKgct0ysOtNmx+8jXRMytO0+a303HGAfh5somrdp6oSVetcVuLvBtU6l5VIc1lZNJ+VQ3NZOcplLnfaaZvE7a3K7pOkc65fB6qNDL8iG/KynXOPAfvk1M9+/rfAbxP6fQc4Mk9cK4lfzjk05/kJBAt1Sa/tl/N4HtpvTERERERERESk5Mr1skoREREREREREZGiK7vMMakMBx10SKlDEBERkTKi3w1ERESkXGlxTIpiyJChpQ5BREREyoh+NxAREZFypcsqRURERERERESkamlxTEREREREREREqpYWx0REREREREREpGppcUxERERERERERKqWNuQX6YbeXdXGtPmtpQ6jbLzb0gagY1Km3l3VRv8dSx2FiIiIiIhIMi2OiXQzffv2L2r7tbU9aG39uKh9FNr2m7cA0LOuvsSRlJdymcv+Oxb/vBUREREREeksLY6JdDONjSOK2n59fS9aWtYUtQ/pGppLERERERGR9mnPMRERERERERERqVpaHBMRERERERERkaqlxTEREREREREREalaWhwTEREREREREZGqpQ35RbqZGTOm0dy8tGjtl8sdDtNYtSq4W2Wd7lYZ0x3nEoI7Wxb7xhMiIiIiIiIRLY6JdDPNzUt5/bUX2UHrQBu83xL+o/XtksYhm27DXIqIiIiIiHQRLY6JdEM71MOwQ2tKHUbZeOiJNkDHpBJEcykiIiIiItJVtOeYiIiIiIiIiIhULS2OiYiIiIiIiIhI1dLimIiIiIiIiIiIVC0tjomIiIiIiIiISNXS4ph0qYUL57Fw4bxShyEiIiJVQL93iIiISEfobpXSpebPnwvAkCFDSxuIiIiIVDz93iEiIiIdocwxERERERERERGpWlocExERERERERGRqlU1i2Nm1mRmIxPKDzOztgK0f7WZPZX1uMHMdkl6TkREREREREREykPVLI51JTPrC8wCti51LCIiIiISd+21V5DJNHDddVfHyu+995dkMg3MmjUzbxnAyJEZhg07ilGjGmPlS5Y8R2PjcF544flY+eLFT5HJNPD004s2lM2ZM5tMpoGHHnqw3br5Yknq0xfH7bffQibTwMSJt8XKm5qWMmrUqSxb1hQr98WYpk9f22n6vOqqS8lkGrjmmstidUeNaiSTaeCss07r0Dgff/wRMpkG5s59bENZJtPAsGFHkck0tDtGgOnTf0Em08CMGXe2G7dvjL459vXpm4ek9tOcgwArV65k7NgraWlZ2W4sSccvX5+++klxpz0mvranT/8Fw4YdFZsf3xjTnpu+PpPaT3Nc80k6Lr620/aZJhZfXV+faeR7nwwbdlSHz4mkY5X251KaY1uo8yopxrTxpRln2rksxBx3B1ocK46aUgcgIiIiIsmcewmAl176a6z8N7/5NQAPPnh/3jKAdevWAbB27dpY+YQJt9DWtp7x48fFyidPngDApEnjN5Tdd989AMycOaPduvliSerTF0f0oXHx4oWx8kmTbmPt2jUbLSb5YkzTp6/tNH2+9tqrALzyiovVjY7/mjWrOzTO6dOnAjBt2hTa4xvPY489DMAjjzzUbty+Mfrm2Nenbx6S2k9zDgI88MAsnHuJ2bPbP698x8/Xp69+Utxpj4mv7aT58Y0x7bnp6zOp/TTHNZ+k4+JrO22faWLx1fX1mUah3idJ9dP+XEpzbAt1XiXFmDa+NONMO5eFmOPuQItjWcyszsymm9kqM3vXzKaY2TZZzw8zsz+b2bqwzr1mtm1CU0vD76+Y2enhvzc3s/Hh6/7PzH5Q7PGIiIiISNy1114Rexxlj9177y9j5bNmzUwsgyBrLFuUPbZkyXOsXh0s0qxevXrDX+UXL36K1tZWAFpbW3n66UXMmTM71kaUEZRU1xefr09fHLfffkusjejDUlPTUt56600A3nrrjQ0ZBr4Y0/TpaztNn1dddWmsLMoey83ai7LHfON8/PFHaGsLdlNpa2tj7tzHNsoWix77xjN9+i9i9aPspKS4fWP0zbGvT988JLWf5hyEICNkwYInaWtrY8GCJzdkhiS1k3T88sXtq58Ud9pj4ms7aX58Y0x7bvr6TGo/zXHNJ+m4+NpO22eaWHx1fX2mUaj3SVL9tD+X0hzbQp1XSTGmjS/NONPOZSHmuLuoid7glc7MmoCxzrmpOeWHAY8552rM7P8BWwE/BDYHbgHec859y8z6Ay8D5wKPAnsD9wA3OeduNLOrgcOcc183s/2BZ4ADgOeAS4CrgNuB24CjgVuBfZ1zS3JjXb78n91uUurre9HSsqbdej/4wXm0tLTQt2+/4gdVoZqbm9iidg3D/1MJipGHngjeMsMO1THp7u77nzY+au2lnxEJamt70Nr6canDkALQXHad5uYm6uvruemmT7IIchdDAO6++/7E8iS+unfffT9nn33ahg8dAL1792by5OmcfvpJGz60AdTW1sYeZ7eRVPfOO2em6hNIjMPXxiWXXLDhAxRAnz67c8MNtxakT1/bafpMkm8efOWNjSeQ/dmnpqaGpM9C+eYyTZ99+uyWOEbfHKftM+kYtrSs6PA5eOedM5k2bQrz58+ltbWV2tpaDjroUEaMGJUYy5o1azY6fjNmzPLGnXS8Z8yYlRj33//+Tqpj4ms76VgdeugRiWNMe276+kw6htDW4eM6efL0jWKOJM3bQQcdkth2mrmcPHl6qlh8dX19puE73mnfJ0n1t9xyy1Q/l3zjSTPHac+rpPHU12+XKj7fMUnzMyLN2NPOcaSjawbFttNO2yR+aKy2zLEJZvZB9hfwGwAz+wxwPNDonHveOfcscCrwTTPbHagFznfOTXHONTnnHgUeBwYm9LM8/P6ecy7KtX8XuMA595pz7qdAC7Bv0UYqIiIiIl0q+wNH9uPchbCkhTHfc/nq+vr0xeGT/eEpePxGwfr0tZ22z0LIXQjLlySQ9hgm8Y3RN8eFmLe05+CiRQtj2TaLFi3wxuI7fr4+ffWT4k57TNLMpW+Mac9NX59J7ac5rvkkHRdf22n7TBOLr66vzzQK9T5Jqp/251KaY1uo8yopxrTxpRln2rksxBx3F7WlDqCLXUOwUX62wcB0YADBXmHLzCz3dXs7554wsw/N7DLg8wSLYgOBX3Ww7ybn3Pqsx6sIstSqSl1dPXV19Vx++Y9LHUq3NXbslax6/8VShyFSFL22gl136KefEQnK5a9tsuk0l11n7Ngru7S/3r17J2ZU5WaK+TLHfHU702dSmU9ShlOh+vS1nbbPQsjNFPNljoF/jGn4xuib47R9JrWflBWSr8/Bg4fEskIGDz7QG0tS5li+uJOOty/upMyxzrSdxDfGtOemr8/k9ts6fFzzSZo333jSzGXaWHx1fX2mUaj3SVL9pMyxfH2mO7bJc5z2vEoaT1LmWL74fMckzc+ItOdVJaq2zLHlzrlXs7+At8PnaoHVwJdyvvYC/mBmXwReJFgYWwicCczM7SCPpOsndA2YiIiISBcyGxB7PGDA5wE4+uhvxsqPPbYhsQxgq63if9/s2bMnAGPGfD9Wft55FwJw9tljYuWjR5/H8OGnxMpOOqnRW9cXn69PXxyDBg2OlR9wwJCwj/Nj5eecEzz2xZimT1/bafr8zGc+Gyvba6/gD9nRcY/06hV8yPON87TTRsbKR4w4Cx/feA4//D9i5UceOcwbt2+Mvjn29embh6T205yDAMcdd8KGRZ6ams04/nj/eeU7fr4+ffWT4k57THxtJ82Pb4xpz01fn0ntpzmu+SQdF1/baftME4uvrq/PNAr1Pkmqn/bnUppjW6jzKinGtPGlGWfauSzEHHcX1bY4lo8DegM9shbOINh3bFugEfi9c+7bzrmfOef+SLBwlrTA1e32DBMRERGpBldccW3s8WWXXQ3AiSeeHCs/4YSTEssApk69O1Z+xx3BHQS/8IUvxrIyBg4MdtA44ICvb8h6qK2tZdCgwRxzzPGxNoYNO9Zb1xefr09fHOeeG/9QFH3g6tevP3367AYEmQV77NEPwBtjmj59bafp85prro+VXXXVdcAnxz0yZcr0vOM87LAjsz7k1XDIIYdz993xu69Fj33jOe20M2P1GxtP98btG6Nvjn19+uYhqf005yDAdtttx4EHHkxNTQ0HHngw9fXbeWNJOn754vbVT4o77THxtZ00P74xpj03fX0mtZ/muOaTdFx8baftM00svrq+PtMo1PskqX7an0tpjm2hzqukGNPGl2acaeeyEHPcXWhxLOSCe3r/DphhZoPCTLG7gJ2dc+8A7wOfD5/by8zGAfsDWyY090H4/YtmtnVXxC8iwT/GSQAAIABJREFUIiIiHRNlj0VZY5EoOyvKyvKVwSfZY7nZS2PGfJ+ams02ysKIshqi7Af4JCMoygTKVzdfLEl9+uKIPmBG2VSR0aPPp2fPXhsWktqLMU2fvrbT9Bllj0VZY5Ho+EdZY+2NM8r+yZc11t54ouykKGssX9y+Mfrm2Nenbx6S2k9zDkKQGWI2YKOMkKR2fMfP16evflLcaY+Jr+2k+fGNMe256eszqf00xzWfpOPiazttn2li8dX19ZlGod4nSfXT/lxKc2wLdV4lxZg2vjTjTDuXhZjj7kB3q4zfrXJHgrtJDiPI/noMONc5966Z9QamAd8APgQWAEuAjHPus9l3qwzbnQacDFwMbJf9XL54oLLvVhnt/aH9hDov2nNMd2b8hO5WWTkeeqKNuh0+p58RCbRPVeXQXHadYv/eobmsHJrLyqL5rByay8pRLnPpu1tl1WzI75zr5yl/nPDSSOfce8ApnnqrgeEJT10dPn919O/w8QhgRG699uIREREREREREZGuUzWLY1IeDjrokFKHICIiIlVCv3eIiIhIR2hxTLrUkCFDSx2CiIiIVAn93iEiIiIdoQ35RURERERERESkamlxTEREREREREREqpYWx0REREREREREpGppcUxERERERERERKqWNuQX6Ybeb4GHnmgrdRhl4/2W4LuOSff3fgvU7VDqKEREREREpJpocUykm+nbt39R26+t7UFr68dF7aPgaoPVsbq6+hIHUl6641zW7VD8c1xERERERCSbFsdEupnGxhFFbb++vhctLWuK2od0Dc2liIiIiIhI+7TnmIiIiIiIiIiIVC0tjomIiIiIiIiISNXS4piIiIiIiIiIiFQtLY6JiIiIiIiIiEjV0ob8IiU2Y8Y0mpuXljqMDcr5DoerVumulGmUYi779u1f9JtGiIiIiIiIFJIWx0RKrLl5Ka++9iLbbl/qSMrfP1YE3z9c/3ZpA5FE0fyIiIiIiIh0J1ocEykD224PBxxZ6ijK3+JHgu86VuUpmh8REREREZHuRHuOiYiIiIiIiIhI1dLimIiIiIiIiIiIVC0tjomIiIiIiIiISNXS4piIiIiIiIiIiFQtLY6JiIiIiIiIiEjV0uKYFMXChfNYuHBeqcMQERGRMqHfDURERKRc1ZY6AKlM8+fPBWDIkKGlDURERETKgn43EBERkXKlzDEREREREREREalaRcscM7N64DLgW8AuwBvANGCcc+5fRey3BjgbmOKcW1+E9g8Gljvn/mpmpwNjnXO7FbofEREREREREREpvqJkjpnZ9sDTwNeAUcBA4EfAuQQLZMV0IDCJ4mXFzSVY7AO4F9ivSP2IiIiIVLx77/0lmUwDs2bN7HT5ypUrGTv2SlpaVnaojSVLnqOxcTgvvPB8rPzxxx8hk2lg7tzH2q172mknMmzYUZx++kmx8jlzZpPJNPDQQw/GyhcvfopMpoGnn16Utyxfn01NSxk16lSWLWvqdNtp4gMYN+56MpkGbr31pg7FmMTXtm/eksqT5iZfHGnmOJNpYNiwo8hkGjrUhu8YJsWdduy+cfrqJ8WY9lj52k7iOwfTzkNSn744fH3me98PG3ZUh35GpI077XwmSfv+LkTbvriTpPk5k69+Unnaefje977LsGFHceGF58bK07x/0sSXVpqfYWnL08aXpu005xSkO3+6s2ItIN0A/As43Dn3hHNuqXPu/wEnA6eY2aAi9QtQU8S2Y5xza51zy7uqPxEREZFK85vf/BqABx+8v9PlDzwwC+deYvbsjrUxYcIttLWtZ/z4cbHy6dOnAjBt2pR263788ccAtLa2xsrvu+8eAGbOnBErnzx5AgCTJo3PW5avz0mTbmPt2jVMnHhbp9tOEx/AX/7yJwCeffbpDsWYxNe2b96SypPmJl8caebYx9eG7xgmxZ127L74fPWTYkx7rHxtJ/Gdg2nnIalPXxy+PtO879Mcv3zlaeczSdr3dyHa9sWdJM3PmXz1k8rTzsPy5f8HwN///k6sPM37J018aaX5GZa2PG18adpOc05BuvOnOyv44piZbQmcBExwzq3Lfs45Nx84BFhiZtuZ2RQz+7uZ/cPM7gkzzjCzoWb2ppmdFX5/38xmmFnP8PltzexeM1sRvvbXZraLmfUDngy7+1fYzp1mNt3M/mJm75nZF8yszcwOy4r5dDN7M+vxfmY238zWmNnrZnZGWN4UVnnMzK5OeN0AM/tdGNPbYZ3NwueuNrOZZvb/2bv3+KirO//jr5BwFxJUvLuAVo9Ua2ttl8qKoqvrrovFbtFqTQQUvCCiVKt2tUoV11spCngDFGLwgvqrRf2tulgE6cKybX9uvVTPVoWo1Au3oNyEQH5/zJw43+GcmXzDhMnMvJ+PBw8yZ858vp9zzncmyclnvjPNGLPeGFNvjPlZLudeREREpJDMnftY5Lar9IjTvm7dOl599RWampp49dVXmv8SHorxxht/YuPGjQBs3LixuVLh5ZdfoqmpCYCmpiYWLJgf7Dt8+I8isV312LPPPhNpd5VFS5f+rnkTrbGxkWXLlnjbMuW3YsVyVq5M/Ni5cuWHzdUEcWLHyQ8SVWOpXPVYKEefUOzQuvnafWuTKY84a5xeLeZuh2KE5tCXd9yxh8YZ6u/LMe5chWL7hM7BuOvgO2Yoj9Ax4zzv48xfpva46+kT9/mdi9ihvH3ivM5k6u9rj7sO48ePieTmqsfiPH/i5BdXnNewuO1x84sTO845BfHOn0JX5k6gXDHGfB14C/iOtfaPGfotBLoBY4EmEm+F/NRa+8/GmMHAfOBVYDzQD3gcuMpae78x5h4Sb9kcBWwHppO4plk1MBT4P8BBwKrkfTXAMOAj4I/Jx5xqrX05mcsIktcOM8bsDfwv8CQwGfg2MBv4e8ACnwFnAy8kY6Y+7h3gWeAu4HBgJnCntfYuY8wEEm8tvS851h8CtwJHWmv/nDo3q1Z9kdtF2Q2qqrrR0LCp+fZPfzqOhoYG+vTpm7+kCkR9/Qo6dNzE4DPznUn7t/SlxP/HnZbfPMRv4W9gx7Zuet63kYqKchobt+c7DcmBUl3L+voVVFVVcdddX/3lOX1jAmDOnKdjtf/93/8DixYtoLGxkYqKCk488e8ZOXJ0MMbFFw9v/kUMoHv37jz4YC01NWeR+nNxWVkZ3bp18/aNm/eIEedEKswqKhKX/U1vmz37iWB+1157ZfMvSwAHHngwd9wxOVbsOPll6h/K0ScUe9as6d5187UvWPAfO61NXd1TwTzirLHvd6FMYwzNiS/vRYt+G2vsvvzq6p4K9vfluGnTplhzFYrtEzoH466D75jQ5M0jdMxQ3nFeI+LmHfdc9on7/M5F7FDePnFeZ2bPfiLY39d+xBH9Y61DnOda6PlzwAEHtji/O+6Y7J2TkDivYXHb33nnrVj5xYkdeq6FxDl/sknfM8iX3r17eN9t2BZvq6xK/r8+1MEYczRwIjDcWvvf1trfA+cBpxtjjkx2qwCutNa+bq2dB7wIfDd5X19gA7A8ubFUA9xlrd0OrE32+dRauzX59WvW2mestb9vwUX6fwR8AVxmEx4HrgLKU95Cuc5auyHtcT8GtgAXW2vfTub8c+CalD4NJDb4rLX235K5fidLPiIiIiISsGTJ4shftZcseTVj/9RfwlJvp2+SNDU1BfvGlf7Wy8bGRm9bpvxSf1FK3P4wduw4+WUSZ15CsUPr5mv3rU2mPOKscUjctfflHXfsofxC/X05xp2rOM+f0DkYdx18xwzlETpmnLzjzF+m9rjr6RP3+Z2L2HGe33FeZzL197XHXYeQOM+fOPnFFec1LG573PzixI77PTPu94dC1hafVrk6+X+vDH36A19Ya992DdZaa4xZl7zPxXgv5TGfAx2TX98O/DuwyhjzCvAM8EiG461ocfbwdeB/khttLrdpLXhcf+D/pX0S5xJg72RVGcCK1LgkNuE6UoQqK6uorKzihhtuzncq7d7EiTfy2bo/Z+8o0s517gr7HNBXz/s20l7+2ia7rlTXcuLEG9sk7sCBgyJ/BR848ISM/bt3775TlQLsXEUUqhxrjYqKihZVd2XK78ADD9qpkiBu7Lj5hYRyjBM7tG6+dl/lWKY84qxxaIMszhhDefsqxzKN3Zdfpv6+HH2VY5nGE+f5EzoH466D/5hN3jxCx4yTd5z5y9Qe91z2ifv8zkXsOM/vuK8zof6+9vTKsWzrEBLn+eOrHMuUdxxxXsPitvsqx3KXi/+5FhL3+0Mha4vKsfdIVET9re9OY8xcoEvgseXJf87WtPvLAKy1S4E+JN5WuQ6YRKKyLGRLhvsgukmYfsyW8h2jPO1/X+zd9gECIiIiIu3JGWf8S+T20KHDYrefeeZZzRsAZWUd+MEPMscYO/YnkfZx464CYPjwUZH2kSMvCvYtLy+PtLtfFs4++7xI+znn1ABw8cVjI+2XXjrO25Ypv0svvSLSftllV8SOHSc/gGOOib7B4dhjB2TM0ScUO7Ruvnbf2mTKI84ah4RihObQl3fcsYfyC/X35Rh3rkKxfULnYNx18B0zlEfomHGe93HmL1N73PX0ifv8zkXsUN4+cV5nMvX3tcddh96994m077vv/kC850+c/OKK8xoWtz1ufnFixzmnIN75U+hyvjmWrIx6HBibvDh/M2PMSSSu17UC6GGM6Z9y39eBniSu65WRMeZKYIC19lFr7XnA6cBgY8y+JK5fls3W5LGcQ1K+/gvwTXch/eTxHjbGZCuFeBv4tjEmtRLsOBIbhfpESxEREZE0P/rRjyO3zzrrnNjtvXr14oQTTqKsrIwTTjiJqqpeGWN84xvfjFSIHHnk0QCccsppKb8wlHHyyacG+9bWzo3Edtdf+f73fxBpHzJkKADHHXd88wZaRUUFAwYM9LZlyq9v334ceOBBQKKK4G/+pm/s2HHyA7jqqusi/ceP/2nGHH1CsUPr5mv3rU2mPOKs8Zw50U9rc7dDMUJz6Ms77thD4wz19+UYd65CsX1C52DcdfAdM5RH6Jhxnvdx5i9Te9z19In7/M5F7FDePnFeZzL197XHXYfJk++L5DZp0tSMc+I79+PkF1ec17C47XHzixM7zjkF8c6fQtcWlWMAvyBRHTbfGHOSMeZQY8xwEhe5n5X81MrngVpjzHeNMd8FaoHfWWv/pwXxDwamGmMGGmMOIXG9sg9IvB3TXQvs28aYUIXa74GfGGMOM8YMAUak3PcosAcw2RhzuDHmXBLXE3OVaRuAI40xlWkxHyNRIfZg8lMrv5+ch/tbcJ0zERERkZLkKj1cZVdr2s888yyM6b/TX8BDMcaO/QllZR12qnhylQepFUWhvq56LP0tJq6yyFUUOe6v76l/dfe1ZTrmpZdeQdeu3XaqIogTO05+8FX1mKsay5ajTyh2aN187b61yZRHnDUOCcUIzaEv77hjD+UX6u/LMe5chWL7hM7BuOvgO2Yoj9Ax4zzv48xfpva46+kT9/mdi9ihvH3ivM5k6u9rj7sOrnrMVY1li+M79+PkF1ec17C47XHzixM7zjkF8c6fQpbzT6t0jDEHADeRqOraG1gOPARMsdZuM8bsCUwFziDx6ZHzgPHW2nXJT6t8BehorW1MxpsNVFhrq40x3YB7SHwyZQ9gGXC5tfYNY0wnEp8YeRJwTrJPhbW2OiW3Y0h8kuRRJD698iHgF9bag5L3D0jG/xaJTbcJ1trHkvfdDPyUxCdOvk7y0yqT930TmAIMIFEt9iDwb9baHclPqzzFWnt8Sh4rko+fmTp3xfBple66Irr2UHbummP6BMbs9GmV7dvSl2CfXl/X876NlOp1qopRqa5lMf5sUKprWYy0lsVF61k8tJbFo72sZejTKtvsamrW2r8CF2e4fy2Jii/ffQtJuxaXtXZEytebgNHJf+mP3Qr8Y0rTM54+rwHHpjU/lHL/MuB7gdxuBFKvKDs75b4/kfgUTt/jJgAT0tr6+vqKiIiIiIiIiMjuUbwfNSB5deKJJ+c7BREREWlH9LOBiIiItFfaHJM2MWjQ4HynICIiIu2IfjYQERGR9qqtLsgvIiIiIiIiIiLS7mlzTERERERERERESpY2x0REREREREREpGRpc0xEREREREREREqWLsgv0g58vhaWvpTvLNq/z9cm/tdctU+fr4V9euU7CxERERERkXi0OSaSZ3369Mt3ChEVFeU0Nm7PdxpenTs0AFBZWZXnTArD7l7LfXq1v/NZREREREQkG22OieRZTc3IfKcQUVXVjYaGTflOQ3JAaykiIiIiIpKdrjkmIiIiIiIiIiIlS5tjIiIiIiIiIiJSsrQ5JiIiIiIiIiIiJUubYyIiIiIiIiIiUrK0OSYiIiIiIiIiIiVLn1YpshvV1c2ivn55vtPIqKKinMbG7a1+/Pr1DQBUVlblKiVppV1dS6dPn37t7lNVRUREREREckWbYyK7UX39cuz7f6bjXvnOpO1sW5P4fw1/zW8ikhNuPUVERERERIqVNsdEdrOOe8HeQ8vynUabWT2vCSjuMZYSt54iIiIiIiLFStccExERERERERGRkqXNMRERERERERERKVnaHBMRERERERERkZKlzTERERERERERESlZ2hyTNrF48UIWL16Y7zREREQkB/R9XURERIqZPq1S2sSiRQsAGDRocH4TERERkV2m7+siIiJSzFQ5JiIiIiIiIiIiJasoKseMMVXA9cAPgf2AD4FZwCRr7TZjTBNwqrX25RbE+hbQw1q72BgzGHgF6GitbfT0nQCcYq09PmeDERERERERERGR3abgN8eMMXsCS4HPgNHA+8C3gSnAUUB1zJDPALcCi1vQ95fJ44iIiIiUnPPPP5sdO3ZQXl5Obe1cAC644Mds3bqVzp0789BDjzb3DbVXVw9r/nrOnKebv66pOYumpiY6dOjAI488mbH/hReex5dffkmXLl2YOXNOq2OPGlXNli1b6Nq1KzNm1AEwfPiP2L59OxUVFcye/UTW2HHaffPXmti+8cSd77j9R448l23bttGpUycefvixjH1HjDiHxsZGOnbsyKxZj+8Uu6ysjLq6pzIeMxfnCfjPlbhzEjonfOMMnZujR9ewefNmunXrzvTptVnzjjO3Y8eOpqFhHXvuuRdTpjyY9Zjjx49h1arP2Hff/Zk0aWpz+y23/Bxr36Z//6O4/voJrYodmsM458+4cRezdu0a9t57H+6++76s7b44oTxC47nkkpFs2PAFPXtWct99DzW3X3TRcDZt2sgee/TggQdmZRz/mDEX8vnn66mq6sW0aTOa+95003W89967HHaY4aabbs04J6FxhvILHTN0Hvpih/IIzeHVV1/OJ598zAEHHMSdd96dMZfQfF977ZWsXPkRBx/ch9tum7TTWqa/RsR5DQ/lFxpP6Pngm6vrr7+a+voV9Ot3KLfcckfWGKG19/WfNOl2XnvtDxx77ADGj/9p1rkKnRO+dt9zO1PsUN7FpuA3x4A7gG0kKsO2JNuWG2NWAwuNMVPDD/Uqa2lHa+2GmLFFREREisaOHTsA2L59e3Pb1q1bAfjyyy8jfUPtIU1NTZFjZOJibtmyJUvPzLHd4zdv3tzc5sbW2LjTmwh2mW/+WsM3nrjzHbf/tm3bIo/LxM2de0w6l39rxDlPIN65EpqT0DnhG2foeO4c27RpY4vyDvEds6FhHQBr165p0TFXrfoMgE8//TjSbu3bALz99putjh2awzjnjzvW6tWftajdJ5RHaDwbNnwBwOefr4+0u/G5+x3f+N1j3TGc9957F4C//MVG2kNz4htnKL/QMUPnoS92KI/QHH7ySeK8+etfP8qaS2i+V65MPPbDD+vxSX+NiPMaHsovNJ7Q88E3V/X1KwBYvvy9FsUIrb2v/2uv/QGAP/5xWaRvaK5C54Sv3ffczhQ7lHexKduVb0b5ZozpDKwGfmqtfcBz/0nAMmAjybdVGmO6ABOA84A9gQXAWGttvTFmIXBi8uG1wGwSb6scQ+Jtm72A/wNcZK3dkvq2SmPMCGAU8B/A5UAjMBf4ibV2RzKf8cDVQI9k7G8Atdba2al5r1r1RcEtSlVVNxoaNjXfnjjxRgBuuOHmfKXULk2ceCPvr/8zew9t8R5swVk9L3H6FvMYS8nqeU0cUvl1PZfbgfTXWSlchbiWvu/rrurJKS8vp7y8PPILlfuLvPsLfXp7aoWHM2fO081VAY6rDvD179y5c+SXG1cZETe2qzhwunbtytatWyMbV65SKBQ7TnuHDh12mr/a2rmxY/vGU1FREWu+466PqyxxOnXq5N3kmDPn6ebKJsdVOKXHdpUhvmP6xD1P5sx5url6xunSpYt3kyzTnLiqMcedE75xdujQwXtuuiojx1UbxV173zG7d98jshnhKnRCx3QVK46rXHGVJU7//kfx8ccrY8UOzWGc88dV6ziuaifU7pur9PguD1fFlD4eV2njuIobVzXmuOox3/grKioimxGuespV4DiuEsc3Jw8//Jh3nFu2bPbm5yq10o/pO+9nzpzjjb1+/TpvHqG1dFVZjqvO8uUCeOfbVSs5rmop9BoR5zW8srLKm19oPKHng2+uunfv1rw5BjRXj4VihNbe1/+AAw5s3hwDmqvHQnMVOmd97fvvf8BOz+3rr58QjB3KuzXay88/vXv38P6iWuiVY4cCewC/991prX0FwBiT2vwA8HfA+SQ21u4EnjXGfBv4F+BPwGTgIeCY5GPOBv4J2Bf4DfDfwDTPIf8W+AgYBAwEZgAvAS8YY84DbiaxgfYmcBuJjbhaT5yCt359Aw0NDc0/TEtCff0KtnfKdxYiLbd9E9Q3rNBzuR2oqCinsXHXqkukfSjEtayvX0FVVVWkLf0v9tu3b9+pAsr9Qpb+i2+26qT0P95mqgpKj5WtIigUO1TZkyqX1WO++WsN33jiznfc/ukVYJmqf9LnLJfVY3HOE4h3roTmJH2d3PhaMk5fVQu0vnrMd8z0iiH3C33omKm/lMNXlSupvzzDzhUmLYkdmsM45096hZGr2gm1+4TyCM1VelWY2+RJXyfXryXr6Y6VuskAX1XihOakJeN0+aVXDLljhs77lsR2eYTmMHXjCb6qzgrlksodP3VDBrJXj8V5DU9fG5dfaDyh54NvrlavjubnqsdCMUJr7+ufXnHmqsdCcxU6Z33t6Wvjntuh2KG8i1Ghf1ql+yltfcZeScaYXkANMM5a+4q19g0SFWRfA/7RWrsW2A58bq1NjXmZtfaN5AX95wPfDByiArjYWvuOtfZhEhtt33UxgKnW2rnW2reA4cDOP3WJiIiIiIiIiMhuU+iVY26/tlcL+x9OYkOw+Y271tq1xhgL9Af+b+BxqW8iXg90CeWTtqn2OdAx+fXRwF0px12XPG5RqqysorKySm/FSuPeVilSKMq7QZ/9++q53A60l1J02XWFuJaqHhUREZFiVuiVY+8Ba0m8nXEnxpi5xpgzU5pCtdPlyX8h6XXuoYsp+WqCXd9Gz+N0USYREREpSB06RH+MLC8vp1On6LUDOnfuDBBsDykri/6IlH6sTLG6dAn9DTNz7PTHde3alfLy6I+HFRW5+7uyb/5awzeeuPMdt3/Hjh0jt9Mfnyp9ztIf66SPoyXinCcQ71wJzUnonPCNM3S8rl27Rtq7deueMe8Q3zHdtZ2cPffcK+Mxe/feJ9K+7777A2BM/0h7//5HxY4dmsM45487hrP33vtkbPcJ5REazx579Ii09+xZCey8Tq6fb/zuMY471qGHfi3Sfthhicv/hObEN85QfqFjhs5DX+xQHqE53G+//SPtBxxwUDCX0HwfeOBBkfaDD+6Dj3u+x3kND+UXGk/o+eCbqz59+kba+vU7NGOM0Nr7+h9zzHcibcceOwAIz1XonPC1+57bmWKH8i5GBb05Zq3dDjwOjE1enL9Z8mL8ZwOrUprfJbFJNSCl317AYYCr4mqri+G/BRybctyeJN7OKSIiIlJwHnnkycjt2tq5PPzwY5G2hx56FCDYPmfO05F2d7uu7invsXz9XSxn5sw5rYrtHufMmFFHbe3cSNvs2U9kjB2n3Td/rYntG0/c+Y7bf9asxyPtDz/8WLCvmzPHPTa9vxuHL04uzpPUcTkzZ86JPSehc8I3ztC5OWNGXaR9+vTajHnHmdtp02ZE2qZMeTDjMSdPvi/SPmnSVAB+/vNbIu3XXz8hduzQHMY5f9wxnLvvvi9juy9OKI/QeB54YFak/b77HoqMy3H9fON3j3HcsX7xi9sj7e7C5r45Sc3Jufvu+4L5hY4ZOg99sUN5hObwl7+cGmm/8867g7mE5vuOO+6OtN922yQg/BoR5zU8lF9oPKHng2+ubr31l5G2W265I2OM0Nr7+l911XWRtvHjfwqE5yp0Tvjafc/tTLFDeRejgt4cS/oFibc5zjfGnGSMOdQYMxx4Ephlrf1P19Fau5HEBfmnJPt+A6gDVgIvJrttAI4wxuyZ4zynktjE+6FJbNfOJPFhAgX3yZQiIiIi8NVf7FOradxf5NOrFULtIa46IFs1UGrMbFVj2WL7Knvc2HJZNeb45q81fOOJO99x+7sKk0xVP46bu1xWjaU/tiXnCcQ7V0JzEjonfOMMHc+dY62tGst0TFehk17tEjqmq1xxFS6OqzBxlSWtiR2awzjnjztWenVYqN0nlEdoPK7iJr0Cyo0vvSLHN3732PSKKVeJk16BE5oT3zhD+YWOGToPfbFDeYTm0FVnuaqsTLmE5ttVLWWrGku/3ZLX8FB+ofGEng++uXLVY65qLFuM0Nr7+rvqMVc15oTmKnRO+Np9z+1MsUN5F5uy1nwyTHtjjDkAuAk4HdgbWE7i0yanWGu3GWOagFOttS8bY7qSuPbXuUAn4GUSF+j/MBnrYuCXwH+Q2NB6BehorW1M3j8bqLDWVhtjJgCnWGuPN8YyOCq1AAAgAElEQVSMACZaa5ufdcaYhcDvrLU3JG/fAIwjsZk3EzgTuN5aG9miX7Xqi4JblPTrp/g+8l2+uubY3kOL9x21q+clTt9iHmMpWT2viUMqv67ncjtQiNepEr9CXEt9X/crxLUUP61lcdF6Fg+tZfFoL2vZu3cP7y+qhX5BfgCstX8FLs5wf1nK15uBscl/vr4PAql1k2Vp949I+XoCMCH59Wxgdlrfwe5rY8yJQK21dmLydgVwARD9nFYREREREREREdltimJzrECcCQw0xlwCfAFcQeLTLP8rr1m1kRNPPDnfKYiIiEiO6Pu6iIiIFDNtju0+NwL3AvOBrsAS4B+ttaFP0CxogwYNzncKIiIikiP6vi4iIiLFTJtju4m19gvg/HznISIiIiIiIiIiXymGT6sUERERERERERFpFW2OiYiIiIiIiIhIydLmmIiIiIiIiIiIlCxtjomIiIiIiIiISMnSBflFdrNta2D1vKZ8p9Fmtq1J/F/MYywl29YAlfnOQkREREREpO1oc0xkN+rTp1++U8iqoqKcxsbtrX78ehoAqKysylVK0kq7upYAVBbGeSsiIiIiItJa2hwT2Y1qakbmO4Wsqqq60dCwKd9pSA5oLUVERERERLLTNcdERERERERERKRkaXNMRERERERERERKljbHRERERERERESkZGlzTERERERERERESpYuyC/SBurqZlFfvzzfabSK7xMO16/XJ1AWotCnVfbp068gPhxCRERERERkd9DmmEgbqK9fzjvvW9hrj3ynkhtrNgDwMRvznIjssuRaioiIiIiISII2x0Tayl57UD706HxnkRPb570OUDTjKWVuLUVERERERCRB1xwTEREREREREZGSpc0xEREREREREREpWdocExERERERERGRkqXNMRERERERERERKVnaHJM2sXjxQhYvXpjvNEREREqGvveKiIiItI4+rVLaxKJFCwAYNGhwfhMREREpEfreKyIiItI6qhwTEREREREREZGSVZCVY8aYCuA6YARwMLAa+L/ADdbaz3J8rBHARGvtQbmMKyIiIiIiIiIi+VeQm2PAbcDpwKXA/wJ/A9wJvGCM+Y61timHx5pLYuNNREREpOBUVw9r/nrOnKeDbQDnn382O3bsoLy8nNrauRljAIwYcQ6NjY107NiRWbMez9i3puYsmpqa6NChA4888mTW2HHar7/+aurrV9Cv36HccssdWWPEGeeFF57Hl19+SZcuXZg5c06L8ysrK6Ou7qmM7aNGVbNlyxa6du3KjBl1WWNccMGP2bp1K507d+ahhx5tbvfN7SWXjGTDhi/o2bOS++57KGve2XIJjTO1feTIc9m2bRudOnXi4Ycfa77/oouGs2nTRvbYowcPPDCrud13/oRih86f0JwMH/4jtm/fTkVFBbNnP5Gxf2iMobxD4xwz5kI+/3w9VVW9mDZtBgBXX305n3zyMQcccBB33nl3c9/QeTV27GgaGtax5557MWXKg83tofX0jTN0fodiX3vtlaxc+REHH9yH226btNM6pJ6HN910He+99y6HHWa46aZbm/uGxhk6pq89NMZJk27ntdf+wLHHDmD8+J82t48bdzFr165h77334e6779spb/hqPUMxQnmPHz+GVas+Y99992fSpKnN7aG59cUJxYg7ztrah5g//wVOO20INTUjALjllp9j7dv0738U118/IWuMuXMf47nnfs3QocM466xzMuYdd41D/X3nVei1Ots5CNHn5u2338ybb77O0UcfwzXXXN/cPn36vbz66isMHnwKo0ZdknG+R4+uYfPmzXTr1p3p02ub2+PM7bPPPsOTTz7KOefUMGTI0Kzj8eUHMHXqr1i2bAnHHTeIyy67ImMeofbQ+eZbn9CaxTkHi1Ghvq3yAuAma+18a229tXYxcB7wbWBALg9krd1srV2Vy5giIiIi7dGOHTsA2L59e4v6NzY2ArBt27asfZuamiLHyKX6+hUALF/+Xov6xxnnl19+CcCWLVti5eTGm6ndxdy8eXOLYmzdujWSU3q/1LndsOELAD7/fH2L8s2WS0u488Dl6WzatDGSk5OL8yc0J25t3TGy9fcJ5R0ap5vrhoZ1zW2ffPIxAH/960eRvqHzyj127do1kfbQevrGGTq/Q7FXrkzk9uGH9fiknofvvfcuAH/5i430CY0zdExfe2iMr732BwD++MdlkXb32NWrs79xKBQjlPeqVYmYn376caQ9NLe+OKEYccc5f/4LALz00vPNbda+DcDbb7/ZohjPPfdrAObNezrS7ss77hqH+vvOq9BrdbZzMN2bb74OwOuvvxZpf/XVVwBYuPDl5rbQfLvXOvc8d+LM7ZNPJjbYn3iiLtI3NB5ffgDLli0BYOnSxVnzCLWHzjff+oTWLM45WIwKdXOsCTjZGFPuGqy17wNHAn8yxpQZY24wxqw0xqw3xrxojDnM9TXGNBljbjHGrDLGLEj2G5V6AGPMn40xlxljRhhjPkppP8YYs8gYs8kY874x5oKU+45MxttsjHnXGHOVMaYseV9PY8xcY8xaY8znxphfG2P2a8M5EhERkRKX+ld3d9vXBomKiFTDh/8oGAMSVT+pRo48N9i3puasSLs7Vqh/nPbrr7860vbzn1+bMUaccV544XmRtlGjqmPl58bta3exnNGjazLGuOCCH0faXW6+ub3kkpGRtjFjLsyYd0tzybQOI0eeG2lz+V500fBIu8vNd/6EYofOn9CcuDV13LF8/UNjDOUdGqebY2fs2NFcffXlkbZrrrkykqfj5n/s2NGR9nHjLo4c23HH8o0zdH6HYl977ZWR9p/97CrAfx7edNN1kbZf/CJRsRMaZ+iYvvbQGCdNuj3SPnnyXZFYzpVXjvHmXV09LBgjlPf48WMi7VddlegXmltfnFCMuOOsrX0o0l5XN5tbbvl5pO3WWydkjDF37mOR9qeeeiKYd9w1DvX3nVeh1+qWnoPu9u233xxpv/POROXT9On3RtpnznwgON/uNc5xz/c4c/vss89E2p5/fl7G8fjyg0TVWKp7770nmEeoPXS++dYntGZxzsFiVahvq7wHuBn4vjHmBeC3wIvW2j8DGGMuB84HaoC/AmOB3xpjjrDWbkrGGAocT2IORgM/BGYmH38UcDjwNPBP7qDGmL2Tx3oSuIhEpdpsY8z/An8EXgTqgIuBrwHTga3AVOAWoC9wIrA9ed9kIPodtkisX99AQ0MDEyfemO9U8qK+fgV0yuW7e0VyZNNW6htWlOxzs5BVVJTT2Niyah5p39pqLevrV1BVVdXqx6dX5GSrqkqvyMlU/ZNeAZXL6jFXieBkqx6LM8706qJcVo+lx8pWPZZepeRy881teqVTtuqxluaSSfr6u3zTqzJcbrk4f0Jzkr6m7lih/j6hvEPjTJ/j1Ooxx1XchM6r9Me4yqjQeobGmcr1CcV2FS5OpuoxV23iuKoTV1HkuHGGjhlqT+XG6CpZHFfRkv6YTNVjoRihvF0FjuMqcUKvHaE4vhihtQzl6Cp2HF/ljqsgCsVwVWPOvHlPc9ZZ57Qo72xrHDonWnJeudfqlp6Djqsac1z1mKvKctKrs+Cr+U5/jXPPd1eV5WSa2/TqqieeqGPIkKHB8fjyGzXqkuaqMSe1eiw9j1B+oXM2tD6+tjjnYLG+tbIgK8estbcA5wDvASOBx4GPjTHujbHXANdaaxdYa98BLgcaSWyAOdNtwlvJx/+9MaYyed9ZwCvW2k/TDv0j4AvgsuRjHweuAsqBHwNrrbX/aq39i7X2BeAGwG0d9wU2AMuTm3g1wF25mA8REREREREREWmdQq0cw1o7F5hrjKkCTiFRrXVnsorrIOBRY0zq9n4XEtVgzoqUWMuSb508A5hDYnNsEjv7OvA/1trtKY+dBmCMOQM40hizIaV/B6CzMaYTcDvw78AqY8wrwDPAI60ZeyGorKyisrKKG264OXvnIjRx4o28s35lvtMQ2Vm3TvTZ/8CSfW4WsqqqbjQ0bMreUdq9tlpLVYSKiIiItE7BVY4ZY442xtzjbltrG6y1TwP/APwBODV51znAt1L+HUHi7ZhOel38E8APjTFHknhL5K/Z2VZPm1MBLEw75tGAARqttUuBPsAoYB2JzbcXswxXREREZLfo0CH6Y2F5eXmgZ0JFRfRvrB07dgz2LSsry3isXdGnT9/I7X79Ds3YP844O3fuHLndpUuXWLmljzu1PT1W165dM8bo1KmTNzff3O6xR49IW8+elWTS0lwySV9/l2+3bt0j7S63XJw/oTlJX1N3rFB/n1DeoXGmz3FVVS/222//SNsBBxzkPa6b/6qqXpH2PffcK3Jsxx3LN87Q+R2KfeCBB0XaDz64Dz5lZWUceujXIm2HHWYAguMMHdPXHhrjMcd8J9J+7LEDIrGcvffex5t3phihvHv3jsbad99Ev9Dc+uKEYsQd56mn/lOk/bTThmBM/0hb//5HZYxxxhn/EmkfOnRYMO+4axzq7zuvQq/VLT0HnaOOOjpy++ijjwHghBNOirQPHnxKcL7TX+Pc8z3O3J59dvTageeck7iOWWg8vvwABgwYGGk/7rhBwTxC7aHzzbc+oTWLcw4Wq7LQtRDaK2PMt0lc3+s4a+1/pd33MrAYGAPcaK19MNleTuKtkw9aa39rjGkCTrXWvpzy2KOBJcCvgGOstWck20cAE621BxljxpB4y+Yh1todyfsfBj4CPgZ+lryvMXnfMOA0a+1oY8yVwFvW2vnJ+45P5rpf+ts3V636orAWhZ3/Cu7+el2q1Smucqx86NHZOxeA7fMS7+0vlvGUsu3zXueISlWOFSJVjhWPtq4cS39+p17UeM6cp4NtuWpvy9jFNp5CjV1s4ynU2MU2nkKNXWzjKdTYxTaeQogdV3v5WbZ37x7ev1wVXOWYtfb/Ac8DvzbGDDfG9DPGfMcYcyuJaq2HSGxw3WKMOdMY8zXgPhIVZW9niPs6UA+MJ1FF5vMosAcw2RhzuDHmXBLXGnuRxNsxOwMzjTH9jTGnAvcCa5OPPRiYaowZaIw5BDgP+ABY3erJEBEREckhVxmRrWrMcRU5map+HFf9k8uqMcdVJGSrGnPijNNV+eSyasxxMbNVjTmuSim98sg3t65iIlvVWEtzaQl3HqRXaLmqjPQqjlycP6E5cWubXqEW6u8Tyjs0TjfXqZVRruLGVdo4ofPKPTa9Miq0nr5xhs7vUGxX6ZKpasxxVSeu2sQJjTN0TF97aIyuosVVsjjusZmqxrLFCOXtKnFcBY4TmltfnFCMuON0lTupFTuugshVDmWL4arHXNVYprzjrnGov++8Cr1WZzsH07nqMVc15rjqLFeVBeH5dq916VWicebWVY+5qrFs4/HlB19Vjx133KCseYTaQ+ebb31CaxbnHCxGBVc5BmCM6QpcR+IC+X2AL4FFwM+stX9OVordBFwI9AJeA8Zba/87+fidKseS7TcA/wrsY63dkGwbQbJyLHl7AIm3Z36LxObWBGvtY8n7jiHxCZQDSLx1sg643lrbaIzplnzcUKAHsAy43Fr7Rvr4VDlW+FQ5Ju2VKscKV3v5a5vsut1dOSZtR8/L4qG1LC5az+KhtSwe7WUtQ5VjBXlBfmvtZhKbXzcF7t8O3Jj857vfOxnW2onAxLS22cDslNvLgO8FHv8aMDhw3yZgdPKfiIiIiIiIiIi0AwX3tkoREREREREREZFcKcjKMWn/Tjzx5HynICIiUlL0vVdERESkdbQ5Jm1i0KDB+U5BRESkpOh7r4iIiEjr6G2VIiIiIiIiIiJSsrQ5JiIiIiIiIiIiJUubYyIiIiIiIiIiUrK0OSYiIiIiIiIiIiVLF+QXaStrNrB93uv5ziI31mwAKJ7xlLI1G6Ay30mIiIiIiIi0H9ocE2kDffr0y3cKrVZRUU5j4/ZI23oaAKisrMpHStJKvrWksrDPTxERERERkVzT5phIG6ipGZnvFFqtqqobDQ2b8p2G5IDWUkREREREJDtdc0xEREREREREREqWNsdERERERERERKRkaXNMRERERERERERKljbHRERERERERESkZOmC/CK7oK5uFvX1y/OdRs6sX99Ahw4d6NGjZ75TkRw4/PDDOPvsmnynISIiIiIi0q5pc0xkF9TXL+ed9/8Ce1XlO5XcWNOQ+H/Hl/nNQ3bdmgYqKsrznYWIiIiIiEi7p80xkV21VxUVZwzOdxY50fjcQoCiGU8pc2spIiIiIiIimemaYyIiIiIiIiIiUrK0OSYiIiIiIiIiIiVLm2MiIiIiIiIiIlKytDkmIiIiIiIiIiIlS5tj0iYWL17I4sUL852GiIhI0dH3WBEREZHc0qdVSptYtGgBAIMGDc5vIiIiIkVG32NFREREckuVYyIiIiIiIiIiUrLazeaYMeZcY0yTMeaqXYwzOBlnl6rijDEjjDEfpdw+yRhz1K7EFBERERERERGR9qU9va3yXOBdYDgwaRfiLAH2t9Y25iSrrywATgXezHFcERERkV1WXT2s+es5c57O2B6nb3uKXWzjKdTYxTaeQo1dbOMp1NiFMJ7zzz+bHTt2UF5eTm3t3J36l5WVUVf31C7FaIu8Q+2jR9ewefNmunXrzvTptbvlmLmMnTrfAKNGVbNlyxa6du3KjBl1AIwdO5qGhnXsuedeTJnyYHPfESPOobGxkY4dOzJr1uPN7RddNJxNmzayxx49eOCBWRlzGTnyXLZt20anTp14+OHHmu8fP34Mq1Z9xr777s+kSVOzjqfYtIvKMWNML+A0YALwDWPMMa2NZa3daq39JFe5iYiIiIiIiBSqHTt2ALB9+3bv/U1NTbscY3favHkzAJs2bcxzJq2TPt9btmwBvhoXQEPDOgDWrl0T6dvYmKgB2rZtW6TdzcWGDV9kPb577NatWyPtq1Z9BsCnn36cNUYxKmvJE6GtGWNGk6gW2xN4C3jRWntF8r4OwL8Bo4AyYDIwAhhlrV1ojFkBPAlUAw3AOGA+0NFa22iM6QdMBU4E1gP3WWv/zRjTF1gOHGatfTd5rAnAKdba440xI4CJ1tqDksfok0z3F8AKd1/KGBYCv7PW3mCMmZ3M9WjgYOAk4ANgCnAmsBl4FrjKWrvT2btq1Rf5X5SYqqq60dCwqfn2xIk3AnDDDTfnK6XdYuLEG3ln/Soqzhic71RyovG5hQBFM55S1vjcQo7aaz+uu+6mfKciOZL+OiuFa1fX0vc9NvWvus6cOU97231CfeO2t2XsYhtPocYutvEUauxiG0+hxi6E8biKL8dVfqX3Lysr826SxYmRy7xD7a5qzHHVY+19HXzzXVf3VHPVmNO1a1c6d+7SvDkGNFePuaoxx1WPuaoxx1WP+XLp2LFjZGPNVY+5qjHHVY+FxtMa7eVn2d69e5T52tvL2yp/DLyQ3MyaB4w0xlxtrd0G/IzEWy3PAz4D7gcOSXt8DYnKsw5AlWs0xnQG/oPEWyGPAw4E5hpj6oH/jJHfd5PHPht4AWjJs6M62e8jEht+TwFdgEFAR+BXwGzghzHyKBjr1zfQ0NDQ/AN8saqvXwGdyvOdhsjONm3h/fXvF/1zsJRUVJTT2Jj/v9bKrtvVtayvX0FVVVX2jiIiUvJSN7WgddVjLY2xO6RujEHhV4+lboxBYnzpY3TVY6kbY/BVBVj6HGSqHkuvOHPVY6kbY1Ca1WN5f1ulMeYA4ATgN8mmXwN7A6cnb48BbrLWvmStfY3ERln6Tt+j1trXrbX/k9Z+CnAAMMJa+6a19iXgMiDWM8hauyr55Tpr7YYWPuw1a+0z1trfA/2AHwA1yTz/CJwP/Isx5uA4uYiIiIiIiIiISO60h8qxc4DtwL8nby8D/goMN8b8J4nNrd+7ztZaa4xZlxZjRSD214F3rbXrUx7/KEDybZVtKTWn/iQ29D4wxqT3Oxz4sI1z2e0qK6uorKwqmbdVirQ73bpwiN5WWVTaSym67Lpcva1SRERERHKjPWyOnUvibYZrUjaOOgBDUvqkV4ql396C39ZAO4CvbrSl89GSx25Ju28j8C3P40qvXlFERERERETaXIcOHXa6XphP6JpjcWLsDl27dt3pmmOFqKwssaXRpUuXFl1zDKCiomKna45BYg7SrzkW4rvmGEDv3vvsdM2xUpPXt1UaYw4DvgOMJ7Fx5P4NIbFhdi6JKrJjUx5zCCnXFcviL8ChxpieKY//RfKC+W7jrGdK//RrmYVsBXoYY8qSMctIvHUyxALdgXJr7bvuAwBIXHesZ/hhIiIiItmlXxzX3fa1x+nbnmIX23gKNXaxjadQYxfbeAo1diGM55FHnoy019bO9favq3tql2PsjjmZMaMu0j59em2bH7MtYtfVPQXAzJlzIu0zZtQxbdqMSNuUKQ8CMHv2E5H2WbMeB76aA+eBB2YFc3GPcR5++DEAJk++L9I+adLUjOMpRvmuHDuXxCdMPmCtTa20etMYs4TE9cWmAjclPzHyMxKf+Aj+6q10L5F4y+KM5CdR9iXxaZaXAJ8m7/tXY8w1wN8B/wy8EYi1ATjSGPN7Em/z7AlcY4x5isR10fYMJWGtfdsY8yJQZ4y5nERV2f0kNstUOSYiIiIiIiJtwlV+Zaoa29UYu5OrHiv0qjHHVY917dq1ua2qqhcNDeuaq8YcVz3mqsYcVz2WqWrMcdVjrmrMcdVjpVg1BlCW6VMp2pox5m1ggbX2Ms991UAd8A1gNImNsu3AHcCtwAnW2qXJTbOJ1tqZyccNBl4BOiY//fJw4F7geBKba3dbaycn+55KYvOtb/IxvwXOtNYeb4wZkYx7ULLvzcBPgfuttT8xxlwFXAN0JfGpkz2AldbaG5KVaRXW2uqU8ewN3EOiKq4JmA9cbq39JH3sq1Z9kb9FaaX066f4Pma+GLlrjlWcMTjfqeRE43MLAYpmPKWs8bmFHKVrjhUVXXOseOTqmmPF/j22EOh5WTy0lsVF61k8tJbFo72sZe/ePby7wXmtHLPW9s9w3xxgjjHmH0lsUl0BzZtMd5C8Vpe1tm/a4xaSck0ya+3/AqcGjjEfOCKt+ZfJ+2aT2PRyfW8Ebky5PQmYFIg7wtO2GjjP119ERERERERERPIj32+rbImLgY7Jtz42ATcDv7fWrshrViIiIiIiIiIiUvAKYXNsLIm3RS4hURH2W+AHec1IsjrxxJPznYKIiEhR0vdYERERkdxq95tj1tqVwJn5zkPiGTRocL5TEBERKUr6HisiIiKSWx3ynYCIiIiIiIiIiEi+aHNMRERERERERERKljbHRERERERERESkZGlzTERERERERERESla7vyC/SLu3poHG5xbmO4vcWNMAUDzjKWVrGmCv/fKdhYiIiIiISLunzTGRXdCnT798p5BT6+lIhw4d6NGjZ75TkV1V2ZtDDjkk31mIiIiIiIi0e9ocE9kFNTUj851CzlVVdaOhYVO+05Ac0FqKiIiIiIhkp2uOiYiIiIiIiIhIydLmmIiIiIiIiIiIlCxtjomIiIiIiIiISMnS5piIiIiIiIiIiJQsXZBfpA3U1c2ivn55vtOIbf36Bn1a5W7Wp0+/ovxgBxERERERkUKhzTGRNlBfv5x33n+Xsr32yncqsTStWQNA2Y7tec6kNLj5FhERERERkfzR5phIGynbay86Dvl+vtOIZdvzzwIUXN6Fys23iIiIiIiI5I+uOSYiIiIiIiIiIiVLm2MiIiIiIiIiIlKytDkmIiIiIiIiIiIlS5tjIiIiIiIiIiJSsrQ5Jm1i8eKFLF68MN9piIhIkdL3GRERERHJFX1apbSJRYsWADBo0OD8JiIiIkVJ32dEREREJFdUOSYiIiIiIiIiIiVLm2MiIiIiIiIiIlKyCnpzzBizwhgzytN+ijGmqY2PPcEY87u2PIaIiIiIiIiIiLStgt4cy7NfAt/PdxIiIiKSMG7cxVRXD+PKK8dE2i+5ZCTV1cMYM+bCSHt19bDmf6kuuODHVFcP48ILz8vaP3TMUOzq6mEMGXK6tz29fyhGaDxjxlxIdfUwxo4dHWmfNOl2qquHMXnyXc1tF100nOrqYVxyychI39Gja6iuHsZFFw1v0XhGjaqmunoYo0fXZO07deqvqK4exr333hNpv/baK6muHsbPfnZVpH3u3Meorh7GU089kTWXUOzp0++lunoYM2c+EGkfO3Y01dXDGDfu4ki7bz1vv/1mqquHceedt+6Uh28tQ8f0rU8odm3tQ1RXD6OubnakPXRu+vIOzV/o/Hn22Weorh7G88/Pi7SH4vj6h/qGxhM65tKlv6O6ehjLli1pbvOdx5lih9pffvklqquHsWDB/Oa20FqGzqs4cxJnjJnaV6xYzujR5/PBByuyHjOU3xtv/ImamrN5663XWzQe3/hDeaxbt46JE2+koWFdpD20br5cQmMPxQ6NZ+rUXzFkyOmRvEPr4DsfMsUOxfHNSyjv0DjjxL7wwvOorh7GqFHVWftm4htnKO+QUP84cUJ5h56bofWJm7tPLmKHYsQ5x+M+H3Ix9lzEKGTaHGsla+0Ga+3afOchIiIiCWvXrgFg9erPIu0bNnwBwOefr29RnK1btwLw5ZdftvqYbSk0Hnc7/Yfa1177AwB//OOy5rZNmzZGYjmbN2+O3J/Nli1bIo/LxP2Av3Tp4kj7ypUfAfDhh/WR9uee+zUA8+Y93erYr776CgALF74caXdz5NbP8a3nm28mfrl5/fXXsuaR6Zi+9QnFnj//BQBeeun5SHvo3PTlHZq/0Pnz5JOPAvDEE3WR9lAcX/9Q39B4Qsd88MFpANx//5TmNt95nCl2qL22diYAs2ZNJ5vQeRVnTuKMMVP7/fffw+bNm3baqIuzDtOm/Yqmph1MmTKpRePxjT+Ux29+8xTWvs0zz0RjhNbNl0to7KHYofH48g6tQ+h8CMUOxfHNSyjv0M3F97sAACAASURBVDjjxHavAe41OFPfTHzjDOUdEuofJ04u8m5N7m0VOxQjzjke9/mQi7HnIkYhK/rNMWNML2PMdGPMp8aYz40xjxpj9kzeN9gY02SMqUjpP9sYMyf5dU9jzFxjzNrkY39tjNkveV/z2yqNMSOMMb8zxtxojFlljPnYGHO3MaZDStzxxpiVyThTjDGvGGNG7NbJEBERKVLpFUCugia9MspVy/gqtyBRmZPKVej4+oeOGYodpz3UNzSe9CogV500adLtkfbJk+/aqSrMxUyt/gKa+4VySa9YcFVnvr5Tp/4q0u5+Abr22isj7a56bO7cxyLtrqLFFz8Ue/r0eyPtrpIrvbLOraNvPW+//eZIm6vwCo0zdEzf+oRi19Y+FGl3lU+hc9OXd2j+QufPs88+E2l3lSuhOL7+ob6h8YSOuXTp72hsbASgsbGRZcuWeM/jTLFD7S+//BJNTYkrrzQ1NbFgwfzY52ycOYkzxkztK1Ysb95EXrnyw+bqmjjr8MYbf2LjxsSm98aNG5srWkL9feMP5bFu3TpeffUVmpqaePXVV5o3gEPr5sslNPZQ7NB4fHmH1sF3PmSKHYrjm5dQ3qFxxomdXjnqXotD6xPiG2co75BQ/zhxQnmHnpuh9Ymbu08uYodixDnH4z4fcjH2XMQodBXZuxS8Z4BuwBlAE3A/UAf8cwseewvQFzgR2A5MByYD53r6/i3wETAIGAjMAF4CXjDGnAfcDIwC3gRuS8asbeWY2r316xtoaGhg4sQb851KXtTXr6CpU8d8pyHtXNOmTdQ3rG+z50lFRTmNjdvbJLbsflrPqPr6FVRVVTXfTq8AchU06ZVR2arHXGWOk6l6LHTMthQaT/q43A+1rmrDSa/eSI2ZXv2VrXosvWIhU/XYzm8dW8xll13R/AuR46rHXCWLM2/e05x11jmxYrsKLmfhwpcZNeqSnX7gd+voW8/0Nc1WPRY6pm990vNwsV3Fk/PSS89TUzMieG768g7NX+j8cRUrzhNP1DFkyNBgHF//dK5vaDyhY7pqCef++6c0/5LouPM4FDvU7qqEnEzVY6HzalfmJNMYBwwYGGy///5oNc29997DHXdMjrUO06ZFN42mTJnEgw/WBsfjG/8HHyz35vGb3zyVssm0g2eeeZqRI0cHX398uaS/1rqxh2KHxuPLe+nS6Jy4dfCdDyeffGowduic9a3PEUf09+YdWuM4sdPnyr0Wh86TEN84v/e9v/PmHRJan1C7Ty7yfvDB2ljHbMvYoRihtffFXrToty3uG3e+Q3IRo9AVQ+XYNGPMhtR/wHMAxpijSWxCDbfW/re19vfAecDpxpgjWxC7L7ABWG6t/TNQA9wV6FsBXGytfcda+zDwJ+C7yfsuA6Zaa+daa98ChgPZ338gIiIiIlJC0jfC0m/vCveLX+j27hIaY6g9fRN55coPYx/TVbKEbrdEKI8lSxZHxrBkyauxcwmNPRQ7F+MJnQ9xY/vmJZR33PM7ztrHPU9844y7lqH+ceLkIu+4x2zL2KEYcc7xuM+HXIw9FzEKXTFUjv0CeCqtbSCJqqz+wBfW2rfdHdZaa4xZl7xvdZbYtwP/DqwyxrxCogrtkUDf1dba1D8Lfg640qGjSdlUs9auM8bYLMcuaJWVVVRWVnHDDTdn71yEJk68Ebu+9EpRJZ6ybt3os3+vNnueVFV1o6FhU5vElt1P6xlVqpXJIsWuoqIi8oth+u1dUVZWFtkQSb+9u/jGmKn9wAMPimwgHHjgwbGP2b1798gv7d27d48dI5THwIGDWLRoAY2NjVRUVDBw4Amxc/nyyy+9Yw/FzsV4fOdDa2L75uWII/p78w6tcZzYoc2juOeJb5zf+97fxVrL0PrEOSdykXfcY7Zl7FCM0Nr7Yi9a9NtYz4dcjD0XMQpdMVSOrbLWvpv6D/hr8r4tgceUJ//5vhs2v0JZa5cCfUi8HXIdMAl4MRBzq6etLPl/Y8rX6feJiIjILtpzz70it/feex8A9tijR6S9Z8/KjHE6deoUud25c+fYx2xLofGkj6uqqhcAxxzznUj7sccOoFu36C96LmbXrl0j7en90nXp0iVyO/3xqQYMGBi5fdxxg4DEL0WpDj64DwBnnPEvkfahQ6PXnmlJ7BNOOCnSPnjwKcBXc+O4dfSt51FHHR1pO/roY4J5ZDqmb31CsU899Z8i7aedNgQIn5u+vEPzFzp/zj47eg2jc85JXH8uFMfXP9Q3NJ7QMS++eGyk/dJLx3nP40yxQ+3Dh4+KtI8ceREhofMqzpzEGWOm9ksvvSLSftllVwSPGcpv7NifRNrHjbsq43h84w/lceaZZzVvLJWVdeAHP0jECK2bL5fQ2EOxQ+Px5R1ah9D5EIodiuObl1DeoXHGiZ3+fcm9FofWJ8Q3zlDeIaH+ceLkIu+4x2zL2KEYcc7xuM+HXIw9FzEKXTFsjmXyDtDDGNPfNRhjvg70BCxfbWj1THnMISl9rwQGWGsftdaeB5wODDbG7Bszj7eAY1Pi9gS+FjOGiIiIBEyZ8mDk9t133wfAAw/MirTfd1/iQt1z5kQ/icndfvjh6MWpH3ro0WD/0DFDseO0h/qGxuP+d6ZNmwHAVVddF2kfP/6nTJ8eveSpizljRvR6Ra5fKJeZM+dE2mfMqAv2vfzy6C8L7pefO+64O9J+222JT/b60Y+iF5931xvzxQ/FvuiiyyLto0ZdAnw1N45bR996XnddtELxmmuuD+aR6Zi+9QnFHj48evH+mpoRQPjc9OUdmr/Q+fP97/8g0j5kyFAgvA6+/qG+ofGEjnncccdHKqkGDBjoPY8zxQ61n3LKaSm//JVx8smnxj5n48xJnDFmau/bt1/zRvKBBx7M3/xN3+AxQ/l94xvfbK5g6d69O0ceeXTG8fjGH8qjV69enHDCSZSVlXHCCSc1b0CH1s2XS2jsodih8fjyDq2D73zIFDsUxzcvobxD44wT2z33HfdaHFqfEN84Q3mHhPrHiRPKO/TcDK1P3Nx9chE7FCPOOR73+ZCLseciRqEr6s0xa60FngdqjTHfNcZ8l8TbLX9nrf0fEptWm4EJxph+xpifAKl/EjwYmGqMGWiMOYTE9co+IPvbMdNNBcYaY36Y3KibCeyBv3JNREREWsFV0KRXcLlqmWxVY46r0MlUNZbtmG0pNB53O/0HWle94ao24KuqsPRKIlf9la1qzHEVC5mqxpyvNgAGRdrdL0WuasxxFS2ZqsayxXaVXK6Cy3FzlF515VtPV+GVrWos2zF96xOK7SqfXMWTEzo3fXmH5i90/rjKFVexki2Or3+ob2g8oWO6qglXLQH+8zhT7FC7qxbKVDXmhM6rOHMSZ4yZ2i+99Aq6du22U1VNnHUYO/YnlJV1aK5kydbfN/5QHmeeeRbG9N+p2iS0br5cQmMPxQ6Nx5d3aB1C50ModiiOb15CeYfGGSe2ew1Ir+ANrU+Ib5yhvENC/ePEyUXercm9rWKHYsQ5x+M+H3Ix9lzEKGRl+boQZS4YY1YAE621M9PaTwHmW2vLjDF7kticOoPEJ07OA8Zba9cl+54H/BvQm8Q1xT4EDrLWVhtjugH3AEOBHsAy4HJr7RvGmAnAKdba440xI5J5HJSSw0ISm3A3JG/fAIwDupDYHDsTuN5a+3j6uFat+qLgFiX9WjjuWjClfs2xjkO+n+9UYtn2/LMABZd3odr2/LOYSl1zTFpG6xlVyN9ntJbFQ2tZPLSWxUXrWTy0lsWjvaxl7949vJe4KugL8ltr+wbaXyZ5TS9r7VoSFV+hGI8Cjwbu2wSMTv5Lv28CMCH59Wxgdtr9g93XxpgTgVpr7cTk7QrgAuDjUF4iIiIiIiIiItL2CnpzrICcCQw0xlwCfAFcQeLTLP8rr1m1oRNPPDnfKYiISBHT9xkRERERyRVtju0eNwL3AvOBrsAS4B+ttaFP0yx4gwYNzncKIiJSxPR9RkRERERyRZtju4G19gvg/HznISIiIiIiIiIiUUX9aZUiIiIiIiIiIiKZaHNMRERERERERERKljbHRERERERERESkZOmaYyJtpGnNGrY9/2y+04ilac0agILLu1A1rVkDlb3ynYaIiIiIiEhJ0+aYSBvo06dfvlNolfWU0aFDB3r06JnvVEpDZa+CPVdERERERESKhTbHRNpATc3IfKfQalVV3Who2JTvNERERERERER2C11zTERERERERERESpY2x0REREREREREpGRpc0xEREREREREREqWNsdERERERERERKRk6YL8IrtRXd0s6uuX5zuNoPXrG/RplUXk8MMP4+yza/KdhoiIiIiISLumzTGR3ai+fjnvvP8eHfbaL9+peO1YswaADjvK85yJ7Kodaz6hokLrKCIiIiIiko02x0R2sw577UeXM87PdxpeW557BKDd5ict59ZSREREREREMtM1x0REREREREREpGRpc0xEREREREREREqWNsdERERERERERKRkaXNMRERERERERERKljbHRERERERERESkZOnTKmW3Wrx4IQCDBg3Oax4iIiL5sHjxQrp168yxxx6X71REREREJEmbY7JbLVq0ANDmmIiIlKZFixZQUVGuzTERERGRdkRvqxQRERERERERkZLV4soxY0xT8stDrbXvp913CXA/cKu19oYc5hfK5TRgFtAT+J619s1WxikDLgamW2t3tOLxg4FXgI7W2sbW5CAiIiIiIiIiIvkTt3JsG3CGp/1MoMnT3lbuAF4EjgLe2YU4J5DY1GttBd0SYH9tjImIiMiumDv3Maqrh/HUU080t02d+iuqq4dx7733RPqOHz+G6uphXHXV5ZH2sWNHU109jHHjLo60P/vsM1RXD+P55+c1t9XWPkR19TDq6mZn7QuwdOnvqK4exrJlSyLt06ffS3X1MGbOfCDjWADeeONP1NSczVtvvd6i2KH2l19+ierqYSxYML+5bcWK5YwefT4ffLAi0nfSpNuprh7G5Ml3RdpD/X3j9x0P4KKLhjNkyOlccsnIFsX2xQnFDs1VKLavf2j+QusTih1qX7duHRMn3khDw7qseYfafTFC8xI6Z0NzGGr3HXPUqGqGDDmd0aNraIk46xB37KH2OOsQeh7HfQ76jhl3jUPtuRAndtz5DgnNlS9OLp5TIblahzjHDPWNsw5xnpeQeN4PGXL6Ts/7XKxn3OdanOdDXL7Ycc+fOOdV3LG35fO4PYm7KfQq8P3UBmNMT2Ag8FqukmqBSmCptXbFLm5Mle1KEtbardbaT3YlhoiIiMhzz/0agHnznm5uc798LV26ONJ31arPAPj0048j7e6H3LVr10Tan3zyUQCeeKKuuW3+/BcAeOml57P2BXjwwWkA3H//lEj7q6++AsDChS9nHAvAtGm/oqlpB1OmTGpR7FB7be1MAGbNmt7cdv/99/x/9u49Tqrizv//a2TwAtEZbzHGRDBZUzGai0n25+qKEqPrbpZEszveYiMQxCuiBuNlUWN02CAGUUQRggGEGAl+oxI3iatRBFfirsbES7QSDTMoiZEgg8pNB+b3R/cZ+zT1memCHnq6+/18PHzIfLrmcz5VdU7PTHX1adavX7fFQuIzzzwFwNNPP5mKW+1D/Q8dD2DdurUAvPPO20XlDuWxcltjZeUOtbfGz5ofK7cVv+++BXj/Ivfe+34eq24rHsoB4XGxzllrDK146JgbNmwAYP369RQjZh5i+27FY+bBuo5jr8HQMWPn2IqXQkzu2PG2WGMVylOKa8pSqnmIOabVNmYeYq5LsK/7Usxn7LUWcz3ECuWOPX9izqvYvvfkddybxC6O3Q8Mcs415MW+AiwBUr8ZOOcuc879yTn3rnPuL865a/MeW+Scu8o590vn3Drn3HPOua/kPd7hnDs27+vhzrnXkseAgcAM59yiXGyIc+43zrkNzrk1zrn5uUW75PtPdc69kDvW/zrnDnfODST7lkiA95xzg51zs51z8wr60VmLc67FOTfROfdn59zvnXPH5h6vd84NzP37351zL+fqWOic2ysv1z/l+rreOfcL59wtzrnZkXMgIiIiVWT+/LtSXy9YcDe33HJjKpb8onrxxeel4snusdGjR6Xiye6xhQvvTcUfeOB+5sy5IxVLXpEPtYXsTon29uxrke3t7Z2LdjNm3JpqP3Pm7cG+QPZV57Vrs4tJa9eu7Xz12cptxR9++EE6OrJvVujo6OCRRx6ipWUZK1a8BsCKFa92vuI9adKEVC3J7jGrfaj/oeNBdtdYvmT3mJU7lMfKbY2VlTvU3ho/a36s3FZ89erVLF78KB0dHSxe/ChtbavNuq14KIc1VtY5a42hFQ8d88wzM6nc3e0ei5mH2L5b8Zh5sK7j2GswdMzYObbipRCTO3a8LdZYhfKU4pqK7XuprsGYMYyZh5jrEjCv+1LMZ+y1FnM9xArljj1/Ys6r2L735HXc29QlJ2h3cotSxwG3AVd77+/OxX8MPAKcDjzuvb/SOZcBJgOnAq8A/0z27YuHee//N7eo9f8B5wFPAtcC/wh81Hu/KTmW9/7h3DGGA83e+4845z4E/F8u/2yyu8heAi4A/hv4BPAj4Abv/UTn3JfJvgXzwtzjo3L/HQB8Gfh/wEeAlcAMoN573/lTMr8W51wLsBNwPNmFxUZy9xzL5VgGPA2cn2u3AJjtvb/MOfcx4PfAfwLzc+N1JXCn9354/livXPn29nyLakk0NvajrW1dt+2+/e0xtLW1MWDAwJ4vqhdqbW1hw467sMsp53XfuAw2/OxOAHb+6hllrkS21fr5t7HLexvYf/8B5S5FSqS+vg/t7ZvKXYZso9bWFvbccw8mTLipM5bJNBX1vfPm3RNsGxuPzT18+KmdfxAC1NfXM3v23VG5zz57WOcv1wD9+/dn+vQ5Zm4rPnToSeT/7lpXV8eHP7xf5y/0APvt91Guv36y2Z/LLruo6PZ1dXVbHG/u3AXRuUN1A8Hc1lhZuUPtN27cWPScdVW3FZ81awaPPfYI7e3t1NfXc/TRX+bXv348WLfVn1COESNGBccq9PfKvHn3BNvOnbvAjIeO+atfPRjMbYmZByCq71Y8Zh6s/sReg6FjtrW9GTXHVrwUusud/7dJ7HhbrLEK5XnppRe2+Zqyaokd79hrMMRqGzPHMdfliBGjzOerUsxn7LUWcz3ECuWGjqjzJ+a8go6ovpfyOi52zaCn7b33rsF3EG7NvbbuJ3ffMedcX7ILRQsL2qwARnjvf5V76+PtwOvAwXltfuG9n+29fxG4DtgX2K+7g+fexrgJeMt7/ybZDxW40Hs/I3es/wYezjvWOcB87/1t3vuXgSuAmWQX1d7Mtfmr9/7dIvv/I+/9s9773xqPf9d7/6T3fjHZRbq/z8XPBH7jvb/WZ10N/LrIY4qIiIiURf4fg6Gvi5H/i3X+11ZuK164SNLRkf4DArKveHclpn3oeFuTO5THym2NlZU71D52zqzcVvyJJ5ak5uqJJxabdVvxUA6IG3OrrRW3jhkjZh5i+27FY+bBEnsNho4ZO8dWvBRicseOt8Uaq1CeUlxTllLNQ8wxrbYx81Cq67IU8xl7rcVcD7FCuWPPn5jzKrbvPXkd9zZFf1plnvuBhc65euAY4AXv/V+dc50NvPePOucOc859DzgIOBT4ENAnL88ref9+K/f/vrHFeO//6Jzb6JwbR/YG/Qfn/vtxrsmnyC6GJe03A5cC5HZzxWrp5vHCfiV9+gzZHW/5fg3ssRU1VKyGhkYaGhq58spru29chZqbr+YPa6r3CUV6j7p+H+Bje36Yyy//TrlLkRLpLa+2ybZpbr6a+vo+3TfsRerr67fYLRGrf//+wV01Vm4rHtrJFdo51pX99vtI0e1Dx9ua3FaeUMwaKyt3qH1o59jW1G3FjzhiUGrnwRFHHBXcOdZVf0I5rLGyFsiscbXioWOGdlp1JWYeYMudY1313YrHzIPVn9hrMHTM0E6ZrnJb8VKIyR073hZrrEJ5QjvHsv8vfi5j+x4bjzmm1TZmHmKuy66UYj5jr7WY6yFW+Jhb7hyLrc/uZ0dU33vyOu5ttmbn2BNAO3AkcAJwb2ED59xI4FfALsBPyb598bWCZqGdWtZvHOZPdOfcZ8m+XfEQsvc+Gwnkf/xOsTvCoOATN3MLgIU2dJOj8HhJn9rZsn/b9IEAIiIiUvm++tV/S319wglNHHbYEanY4YcPAmDvvT+Yiu+zz74ANDbunorvsceeAJx88ump+KmnDuW44/4lFTv++CFmW4Czzx6dip977hgAjjrqS6n44MHHBvsCMHr0t1LxMWPGdpnbig8bdmYqPmLEWZx77oWp2PnnZ78+9NAvpuJf+MJhuVzh9qH+h44H0K9f+o+DD3xg1y5zh/JYua2xsnKH2lvjZ82PlduKn3jiSXkLUTvw9a83mXVb8VAOCI+Vdc5aY2jFQ8fceeedU2132WUXuhIzD7F9t+Ix82Bdx7HXYOiYsXNsxUshJnfseFussQrlKcU1ZSnVPMQc02obMw8x1yVgXvelmM/Yay3meogVyh17/sScV7F978nruLeJXhzL7bx6gOynVn4VuC/Q7FxgvPf+Iu/9ncDfgH0ofjHoXWC3vK+72uE1FPgf7/1pubdO/h9wYN6x/kh25xoAzrm63M30/5mCxbDI48Z6AfhCQazwaxEREakxp5zyjdTXJ510KhdckP5lNPkldfLk21LxSZNuAWDq1B+k4lOmTAfga1/7eio+ZMgJDBs2MhUbOnS42Rbg8MOPTO3oShbuzjrr/FT7M888J9gXgE9/+rOpXQwHH/yZLnNb8WOPPT61O+iYY45j4MAD2G+/jwDZV7r3338gAGPHXp6q5eKLvw1gtg/1P3Q8gBkz0vdbuf32WV3mDuWxcltjZeUOtbfGz5ofK7cV33333TnqqC9RV1fHUUd9icbG3c26rXgohzVW1jlrjaEVDx1z5szUZ3Hxgx+kP+GxUMw8xPbdisfMg3Udx16DoWPGzrEVL4WY3LHjbbHGKpSnFNdUbN9LdQ3GjGHMPMRcl4B53ZdiPmOvtZjrIVYod+z5E3Nexfa9J6/j3mZrdo5B9q2VZwKrvPd/Cjy+Cviyy/oC2RvQ9yV7k/pi/B/wLefcgc65IcDwLtquAg7JvY3zQOfcJLL3+UqOdTNwinPuTOfc3wETyL6VcSnwTq7N551zO+eOe3zuUyUPBm4BNhZZc3dmAF90zv2Hc+4TzrkrgEFsuUAnIiIiNSbZ0ZPs5AHyFooGpdomu8eSXWOJ5BfcZNdYItlJkuwggfdfkU9eie+qLby/YyLZKZFIdo8NHtz5IePBvkD21ee6uh22eNXZym3Fk90Hya6DbJsL2WWXfp2LiIlk91iya6y79qH+h44H7+8eS3aNdZc7lMfKbY2VlTvU3ho/a36s3Fb8xBNPwrmDUrszrLqteCgHhMfFOmetMbTioWMmu8e62zWWiJmH2L5b8Zh5sK7j2GswdMzYObbipRCTO3a8LdZYhfKU4pqylGoeYo5ptY2Zh5jrEuzrvhTzGXutxVwPsUK5Y8+fmPMqtu89eR33JtGfVpn71MZdyO4Gu8F7f03u8UW8/2mVnwR+CHwu1+4nwEBgjfd+ZH7b3PcOJPtJjwd67192zh1K9j5hh5D99Mc7yN7o/iO59i1kP71ypnOuPzCL7CdibgQWA88BGe/93+XaDwOuBj4M/AYY471/2jm3I9kPE/gS2U/W/DlwO3ASsAb4DnA5cE7ep1U2e+9n5vIOZstPqzwwd+N/nHPXAMd674/Mff1VYBIwAHgIeA94w3t/dv5YV/OnVTY3Xw1Q8/cc662fBqlPq6weG352J5/aczfdc6yK6J5j1SG555iuzeqg67J6aC6ri+azemguq0dvmUvr0yqLvqOq974u79/rgf4Fjw/O+/dLQPpmGUbb3Nct5L3l0nv/DFu+5fCOvMcH5v17LXBy4DDX5LWZA2zxeaO5T6j854LwiNx/ifyb+Q/Mb+i9X5RXd6oPucevSepwzh0CvOa9/0TyuHPuv4C/BGoXEREREREREZHtYGs+rVK2zseBWc65U4A/AMeR/aCCK8pa1XZ29NHHlLsEERGRsjn66GPo16/Yu0yIiIiIyPagxbHtxHt/f+5+aHcAHwQ8cIr3/tnyVrZ9DRo0uNwliIiIlM2gQYN7zdsKRERERCRLi2Pbkfd+PDC+3HWIiIiIiIiIiEjW1n5apYiIiIiIiIiISMXT4piIiIiIiIiIiNQsLY6JiIiIiIiIiEjN0j3HRLazzateZ8PP7ix3GUGbV70O0Gvrk+JtXvU67LlbucsQERERERHp9bQ4JrIdDRhwQLlL6NIa9mSHHXZg1137l7sU2VYNH+djH/tYuasQERERERHp9bQ4JrIdDR06otwldKuxsR9tbevKXYaUgOZSRERERESke7rnmIiIiIiIiIiI1CwtjomIiIiIiIiISM3S4piIiIiIiIiIiNQsLY6JiIiIiIiIiEjN0uKYiIiIiIiIiIjULH1apUgPmDt3Fq2ty8pdBmvWtAHQ0NBY9PfU1/ehvX1TT5VUswYMOKAiPq1URERERESk1mhxTKQHtLYu4w9/WsZOe360rHVsXLUagDY+EPFd7T1TTA3buOrVcpcgIiIiIiIiBi2OifSQnfb8KPufcGlZa1h+/0SAstdR65J5EBERERERkd5H9xwTEREREREREZGapcUxERERERERERGpWVocExERERERERGRmqXFMRERERERERERqVlaHJPtasmSRSxZsqjcZYiISJno54CIiIiI9Db6tErZrh577BEABg0aXN5CRESkLPRzQERERER6G+0cExERERERERGRmqXFsUjOudOccx3OubFFtP2cc27Q9qhLRERERERERETiaXEs3mnAy8CwItreC7ieLUdERKTyzZhxK5lMEzNn3p6Ke1i9DQAAIABJREFUP/zwg2QyTTzyyEOp+MUXn0cm08TYsRd029bKPWnSBDKZJiZPvqGo+Jw5d5DJNDF37uzO2Pz5d5HJNLFgwd2ptrfcciOZTBO33npzKp7JNDFkyFfIZJq6PebIkaeTyTRx5pmZouobM+ZsMpkmLrrovG5rGTHiNDKZJr75zW+k2i5ceC+ZTBMPPHB/Kj5s2ClkMk0MH35qKh4a23HjLiGTaeKqqy4rKvd1111FJtPE+PHXFNXPUHzp0sfJZJp48sknijpmzLxZdZx5ZoYhQ77CqFFDi8od6qeVO/a8Cs2D1XfrmNb1Y9UyYcK1ZDJNTJw4vjN23nkjyWSaGD16VFHHzGSaOv/LF5rPmL531f9Qe+u6DF3zYJ+zoXhLyzJGjTqD5ctbUm2t/ljtrfkJ9dPKHXs9xDznWdegNYahWmJ/Dli1TJo0gSFDvpI636wc1lhZ/Ym5NmNzPPfc7xg69GReeOHZVDx0TljnyerVq2luvpq2ttWpuDUPoRqt88TKYY1hqJ9W3614cm0OHXpSKm6dK6ExtHLHXg+hMQ89D0L8ORsa29gcVvvQHMc+z1jjXW20OBbBObc7cDxwDfBp59yh3XxLXY8XJSIiUgUWL34UgEWLHk7F58yZCcCsWTNS8ZUr3wDgr3/9S7dtrdzPPPMUAE8//WRR8Yce+gUADz74QGfsZz/7KQD3339Pqm3yS+jSpUsoRuiYGzduBGDDhg1F1ffmm6sA+Nvf3ui2lvfeew+Ad999N9X2Jz/5EQB33z03Fd+0aRMA7e3tqXhobFtbWwBYtuyVonJ7/yIAL774fCoeMz/Tp08FYNq0KUUdM2berDqSeVm/fn1RuUP9tHLHnlehebD6bh3Tun6sWp5/PvvH57PPPtMZe+utNQBb/GFuHdMSms+YvoPdf6t9SOiaB/ucDcWnTbuZ9evXbbFwYPXHam/NT6ifVu7Y6yHmOc+6Bq0xDNUS+3PAqiV0vlk5rLGy+hNzbcbmmDr1Rjo6NjNlyqRUPHROWOfJffctwPsXuffe7ufSqtE6T6wc1hiG+mn13YonOjo6Ul9b50poDK3csddDaMxDz4MQf86GxjY2h9U+NMexzzMxz5uVTItjcZqAjcB84A/A8OQB59wi59xU59zLzrkVzrnngQHAD5xzs3Ntrs09tsE5t9Q5d/j274KIiEjvMmPGramvk1cmH374wc5fiDs6Ojpfybz44vTOqLFjLzDbWrknTZqQiic7DKz4nDl3pOJz585m/vy7UrHkVdxbbrkxFU9++SzclZJ8HTrmyJGnp2LJ7jGrvjFjzk7Fk91joVpGjDgtFUt2jy1ceG8qnryaPmzYKal4snssNLbjxl2SiiW7x6zc1113VSqe7LiJmZ+lSx/vXLRrb2/v/EPNOmbMvFl1FO7mS3aPWblD/bRyx55XoXmw+m4d07p+rFomTLg2FZ84cTznnTcyFUt2j1nHtK6H0HzG9B3suQ+1t+oIXfNgn7OheEvLMlaseA2AFSte7dylYfXHam/NT6ifVu7Y6yHmOc+6Bq0xDNUS+3PAqiV0vlk5rLGy+hNzbcbmeO6537F27VoA1q5d27nzKXROWOfJ6tWrWbz4UTo6Oli8+NHORWprHkI1WueJlcMaw1A/rb5b8cJrM9k9Zp0roTG0csdeD6ExDz0PQvw5Gxrb2BxW+9Acxz7PWONdjeoKV2HF5px7FHjDe3+Kc24iMAL4sPf+PefcIuDvye4s2wD8CfgdMBm4Azgm9/9/A1qBS4ATgY967zfnH2flyrcrblIaG/vR1rau23bf/vYY2traGDBgYM8XVUatrS2077gbHzutuax1LL9/IgD7n3BpWeuodX/68ZXUv/vWdj/v6+v70N6+abseU3pOtcxna2sLjY2N3HDD+69gFv4CDDBv3j0MHXpS6tXiuro65s5dEGxfV1dXdNt58+4pSTxEuXsutxWvr69P7Wirr69n9uy7e31/elPumGutp/szfPipW8xn4Y7Frc29vedhv/0+0vlHaPbrj3L99ZPNHJdddlGwfcz89GR/rNyhOYu9Bq3cpTg3Y38+lKI/sc9LZ589rHNhB6B///5Mnz4neE5AR/A8mTVrBo899gjt7e3U19dz9NFfZsSIUTVxrVljmP/1tuQOzcOKFa8G25bjnLWOGZrjffb50DY/z8ybF97h151i1wx62t577xp8h592jhXJOfdh4Cjgvlzop8BewFfymv3Ce/+49/4p7/2bwCbgLe/9GmAg8B7Q6r1fBlwOnIHmQEREJKjwBbyuXtCLaSvVpfCPudAfd9K13nT9VNN85v8Bmv16yz+mi2nfm+YnpCfnrBR9j81Riv7E5ihcxEm+Dp0T1nnyxBNLUruEnnhicUlr7O2sMSyFmGu5HOes1T40x5X6PLM91Je7gApyKtnFrp/nvn4S+DPZG/Mnd/Fr6eL7f0T2bZivOOf+D1gI3OG9r+xnoUgNDY00NDRy5ZXXdt+4gjU3X03rmpqaWulCfb/dGLDvHtv9vO8tr85IaVTLfDY3X11029Arp6VoK9UltEND4vSm6yc0n5X6R3to59jWtO9N8xPSk9dgKfoem6MU/YnNUbjLqX///oB1Tmy5cwzgiCMGpXaOHXHEUdE1Vuq1BuExLNUCWWgerAWycpyzVvvQHId2jpWq7kqnXUvFOw3oC6xyzrWT3QW2LzDEObdXrs0G65u9928AXwD+hezC2tnAb3I70kRERGrWUUd9KfX14MHHAjBs2Jmp+IgRZwGw994fTMX32Wdfs62V+9BDv5iKf+ELh3UZP+64f0nFjz9+CF/96r+lYieckH3rwWGHHZGKH374ILoSOuZOO+2Uiu28885d1rfHHnum4nvt9UGzlr59+6ZiO+64IwAnn5y+z9mpp2bvo9WnT59UPPkjLzS2hW8fP+CAj3eZ27mDUvGDDjoEiJufs88enYqde+6YLo8ZM29WHcl8JHbZZZcuc4f6aeWOPa9C82D13Tqmdf1YtRxyyGdS8c985lB2260hFWts3L3LY1pC8xnTd7Dn3mofErrmwT5nQ/Fzz70wFTv//OzXVn+s9tb8hPpp5Y69HmKe86xr0BrDUC2xPwesWkLnm5XDGiurPzHXZmyO0aO/lYqPGTM2931bnhPWeXLiiSd1LmjU1e3A179uz6XVT+s8sXJYYxjqp9V3K14o6Zt1roTG0Modez2Exjz0PAjx52xobGNzWO1Dcxz7PBPzvFnptDhWBOfcgcAXgYuBz+X9N4Tsgtlpxrd2Lr065/4VONt7/6D3fgzggF2Brn9jFhERqXJnnXV+6uszzzwHgGOPPT7vF/06jjnmOAAmT74t1X7SpFvMtlbusWMvT8UvvvjbXcaHDUvfbHzo0OGccso3UrGTTsreqP6CC9K/oCe/eBbeoyP5OnTMO+74USo2c+a8LuubMmV6Kn7TTbeZtcya9eNU7Ic/zN7g92tf+3oqPmTICQDMmTM/FZ89O3sD4NDYjh///VTsuuuu7zL3VVddl4qPG3cNEDc/hx9+ZOeCXX19fecfa9YxY+bNqiOZj8QPfjC3y9yhflq5Y8+r0DxYfbeOaV0/Vi2XX57eAXrppeO47bb0TaWnTv1Bl8e0rofQfMb0Hey5D7W36ghd82Cfs6H4wIEHsN9+HwGyuzP2338gYM+l1d6an1A/rdyx10PMc551DVpjGKol9ueAVUvofLNyWGNl9Sfm2ozN8elPf7Zzt1j//v05+ODswkvonLDOk913352jjvoSdXV1HHXUlzoXqK15CNVonSdWDmsMQ/20+m7FC6/NuXMXAPZ1HxpDK3fs9RAa89DzIMSfs6Gxjc1htQ/NcezzjDXe1UiLY8U5DWgDbvfeP5/338+BJ8i+tTLkHeCTzrk9yI71Dc65JufcQOAbwM7Ab3u+fBERkd4teWWy8BXJ5JXM5BXMRLJ7bJ999u22rZU72WFQuJPFiiev7iavmMP7r+IWvtKd/CHU3a6xro6Z7B4r3KVk1ZfsHkt2jXVVS7J7LNk1lkheTU9eRU8ku8cK3xoUGttk91iya6y73MmOm2QHTiJmfpJXx5PdGd0dM2berDqSeUl2jXWXO9RPK3fseRWaB6vv1jGt68eqJdk1keyWADp3jyV/lHd3TEtoPmP6Dnb/rfYhoWse7HM2FD/33AvZZZd+nYsG3fXHam/NT6ifVu7Y6yHmOc+6Bq0xDNUS+3PAqiV0vlk5rLGy+hNzbcbmGD36W9TV7dC5aywROies8+TEE0/CuYM6d40lrHkI1WidJ1YOawxD/bT6bsUThW/xs86V0BhauWOvh9CYh54HIf6cDY1tbA6rfWiOY59nYp43K5k+rbIIzrkXgUe89+cHHssAc4FVZBfPrsx77Gzg+8B/e+//3Tn3LeAC4MPAK8DV3vstPuqhmj+tMrnXTK3cc6zcnxKpT6vsHZbfP5EBDfW655hsk2qZz1r5OdCVaplL0VxWE81lddF8Vg/NZfXoLXNpfVql7lhaBO/9QV08Ng+YZzw2HZie9/WNwI0lL1BERERERERERLaKFsdkuzr66GPKXYKIiJSRfg6IiIiISG+jxTHZrgYNGlzuEkREpIz0c0BEREREehvdkF9ERERERERERGqWFsdERERERERERKRmaXFMRERERERERERqlhbHRERERERERESkZmlxTEREREREREREapY+rVKkh2xc9SrL759Y9hqAstdR6zauehUaDih3GSIiIiIiIhKgxTGRHjBgQO9YCFnD7gA0NBR/qdfX96G9fVNPlVSbGg7oNeeEiIiIiIiIpGlxTKQHDB06otwlbLXGxn60ta0rdxkiIiIiIiIi24XuOSYiIiIiIiIiIjVLi2MiIiIiIiIiIlKztDgmIiIiIiIiIiI1S4tjIiIiIiIiIiJSs3RDfpEizJ07i9bWZeUuI9qaNW0ANDQ0Fv09+rTKbTdgwAEV/aEMIiIiIiIitUSLYyJFaG1dxp/+1MKeew4odylRVq1qy/2rIeK72nuilJqxalVruUsQERERERGRCFocEynSnnsO4GtDrix3GVEWPtAMUHF1V7JkzEVERERERKQy6J5jIiIiIiIiIiJSs7Q4JiIiIiIiIiIiNUuLYyIiIiIiIiIiUrO0OCYiIiIiIiIiIjVLi2PSI5YsWcSSJYvKXYaIiFQI/dwQERERkXLRp1VKj3jssUcAGDRocHkLERGRiqCfGyIiIiJSLto5JiIiIiIiIiIiNUs7x/I451qAAYGHXvDeH1LiYzUDR3rvB5cyr4iIiIiIiIiIFE+LY1saC9xVEHuvHIWIiIjUukymqfPf8+bd02U8pm2p4sqteajF3NXWn0rNXW39qdTc1dafSs1dbf2phNzVRotjW3rLe/96uYsQEREREREREZGeV9fR0VHuGnqN3Nsqm733M43HhwOXAgcAvwfGeu8X5R7bGbgGOB3YA3gEGO29b809/ilgBvB54H+Al4GDQm+rXLny7YqblMbGfrS1rev8urn5agCuvPLacpVUUs3NV7NmTQdfG3JluUuJsvCBZoCKq7uSLXygmYaGul5x7hdel1LZqn0+Qz838l+pTMybd08wHmK1LVW8J4+p3L3jmMrdO46p3L3jmMrdO46p3L3jmLWee2v0lt9l995717pQXDvHipRbGLsVOBf4NTAC+Llz7pPe++XA7cA/AmcAfwMmAgudc58nO87/BTwOnAkcA0zJfV2V1qxpo62trfOPnUrX2trCjjs2lLsMqQDr1rXR1ramV5z79fV9aG/fVO4ypESqfT5bW1tobGwsdxkiIiIiUoO0OLalqc65mwpiHwPGAFO993fmYlc45wYDFzjn/hMYCgzx3j8K4Jw7HXgV+Odc+72Bc7337wAvOeeOAfbq2a6IiIiIiIiIiEhXtDi2pe8CCwpiq4CDgOaC+NJc/BPADsCTyQPe+zedcz73eB3wSm5hLPEU7y+cVZ2GhkYaGhp7xVvLSiF5W6VId/r1a2TffXfvFed+b9m6LKVR7fPZG3ZbioiIiEht0uLYllZ6718uDDrn1gfa9sn9t8HIlTy+mewCWT59AqaIiIiIiIiISJntUO4CKshLwGEFsX8APNmb67fnP+6c2xM4MPf488DfOed2z/veQ3u0WhERkQpXeMPX5OtQPKZtqeLKrXmoxdzV1p9KzV1t/anU3NXWn0rNXW39qYTc1Ug7x4o3CZjjnHuB92/I/zngm977tc6524EpzrmzyN6Q/3pgBfBLYBPQCvzQOTeO7KJaUy6PiIiIiIiIiIiUSV1Hh+6jlHDOtQDN3vuZxuOjgUuADwG/BS713i/OPbYLcANwGrAj8DAwxnv/au7xA4CZwBHA74AngM977wcXHmflyrcrblIK74WT3DumN9x3qRSSe459bciV5S4lysIHsrfJq7S6K9nCB5ppaKjrFed+td+jqtZU+3xW28+NrlT7XNYSzWX10FxWF81n9dBcVo/eMpd7771r4S2vAO0cS/HeD+zm8anAVOOx9cDo3H+hx5cBX97GEkVEREREREREpIR0zzEREREREREREalZ2jkmPeLoo48pdwkiIlJB9HNDRERERMpFi2PSIwYNGlzuEkREpILo54aIiIiIlIveVikiIiIiIiIiIjVLi2MiIiIiIiIiIlKztDgmIiIiIiIiIiI1S4tjIiIiIiIiIiJSs3RDfpEirVrVysIHmstdRpRVq1oBKq7uSrZqVSsNDQPLXYaIiIiIiIgUSYtjIkUYMOCAcpewlRoBaGioK/o76uv70N6+qacKqnoNDQMr+HwRERERERGpPVocEynC0KEjyl3CdtPY2I+2tnXlLkNERERERERku9A9x0REREREREREpGZpcUxERERERERERGqWFsdERERERERERKRmaXFMRERERERERERqlm7IL9ID5s6dRWvrsnKXwZo1bQA0NDQW/T36tMotDRhwQE19KIOIiIiIiEgt0eKYSA9obV1Gyyst7Nu4f1nrWN22GoCd23cr+ns2srmnyqlIf2lbXu4SREREREREpAdpcUykh+zbuD9nDx5X1hqmLxoPUPY6KlkyhiIiIiIiIlKddM8xERERERERERGpWVocExERERERERGRmqXFMRERERERERERqVlaHBMRERERERERkZqlxTHZrpYsWcSSJYvKXYaISNXS86yIiIiISBx9WqVsV4899ggAgwYNLm8hIiJVSs+zIiIiIiJxtHNMRERERERERERqlhbHRERERERERESkZnX7tkrn3GxgWBdNRnjvZ5eqoO3NOfclYKX3/vki2u5Itr/Tc18vAh733l/Zs1WKiIiIiIiIiEhPKGbn2IXAvrn/Ts7F9s37b37PlLbdPAJ8qMi2pwFX5X39b8CEklckIiJSYmPGnE0m08RFF52XimcyTZ3/JcaNu4RMpomrrros1fayyy4ik2niiivGpuLnnTeSTKaJ0aNHpeJnnTWMTKaJc84Z0RmbMOFaMpkmJk4cn2r7zW9+g0ymiZEjT0/FL774PDKZJsaOvaDbWhYuvJdMpokHHrg/1fbhhx8kk2nikUceSsVHjx5FJtPEmDFnp+K33HIjmUwTt956cyo+f/5dZDJNLFhwd5exruKZTBNDhnwlNd4Ac+bcQSbTxNy5sztj1113FZlME+PHX5Nqa83PsGGnkMk0MXz4qan4pEkTyGSamDz5hm7rs8YwlMNqb42fldvqp9X+kksuIJNp4tJLL+qMLV36OJlME08++URROawaW1qWMWrUGSxf3tIZW716Nc3NV9PWtjrVdujQkxgy5CucccbJqbh1voXG3Gpr1WfFQ+dPbN9j5z6mP7Hx0Jhb9YXmDOC5537H0KEn88ILz6biobGyrksrhxUP1WLVZ51XMWMC4XPfahuTA8JjZeWIGROrn7E5rFrmzLmDIUO+UlTdFuuY1liVYu4tofalmodQHqttbNy6ZmNcd91VDBnylS1+Plj9j3kOt+Yydn5CSjHHsedgjNi5LMWYVIJuF8e892u89697718HVudir+f9t77Hq+w96vK/8N6/6b1/p1zFiIiIFOvNN1cB8Le/vdFt29bWFgCWLXslFV+x4jUAXn21NRV/6601AFv80rRu3VoA3nnn7c7Y889nf2F/9tlnUm3fffddADZu3JiKr1yZrfevf/1Lt7X85Cc/AuDuu+em2s6ZMxOAWbNmpOJJvcnYJJJfOJcuXZKK/+xnPwXg/vvv6TLWVdzy0EO/AODBBx/ojHn/IgAvvpje3G7Nz6ZNmwBob29PxZ955ikAnn76yW7rs8YwlMNqb42fldvqp9X+9dez58Kf//xaZ2z69KkATJs2pagcVo3Tpt3M+vXrUgtH9923AO9f5N5702PV0dEBwObNm1Nx63wLjbnV1qrPiofOn9i+x859TH9i46Ext+oLzRnA1Kk30tGxmSlTJqXiobGyWDmseKgWqz7rvIoZEwif+1bbmBwQHisrR8yYWP2MzWHVElO3xTqmNValmHtLqH2p5iGUx2obG7eu2RjWzwer/zHP4dZcxs5PSCnmOPYcjBE7l6UYk0qwzfccc85d45xb6Jx71Dm32jn3z865fZ1zC3Jfb3TOPeOcOyrXfqBzrsM59+/OuZedc2ty379X7vG+zrlpzrk3nHPrnHMPOedc7rHhzrlfO+fGO+fecs696pw7u6Ce4c653zvn1jvnnnbODc57rMU5N9E59+dcm+S3qoecc9fk2oxwzr3onHvXOfe3XC31uTyzgP1y9Q90zi1yzjVHHHu0c+6JXL/+1zn399s6/iIiIt0p3BmV7B4r3CWRyTQxbtwlqViyO+myyy5KxZMdW+edNzIVT3aPnXVW+o4M55wzggkTrk3Fkt1j3/zmN1LxZPfYxRend7klu8dCtSxceG8qlrxS/fDDD3YuYnR0dHTuUijc5ZaM0S233JiKJ78gzp9/Vyq+YMHdwZjVFsLjDdldDvnmzp3NddddlYolr5pb8zNs2CmpeLJ7bNKk9Ab3yZNvMOuzxjCUw2pvjZ+V2+qn1f6SS9I7CC+99CKWLn28c0Gwvb29c/HHymHV2NKyrHPRdcWKV1m+vIXVq1ezePGjdHR0sHjxo50LqkOHnpTKkewes8630Jhbba36rHjo/Inte+zcx/QnNh4ac6u+0JxBdvfM2rXZxfm1a9d27qIJjZV1XVo5rHioFqs+67yKGRMgeO5bbWNyWGNl5YgZE6ufsTmsWmLqtljHtMaqFHNvCbUv1TyE8lhtY+PWNRvD+vlg9T/mOdyay9j5CSnFHMeegzFi57IUY1Ipur3nWJG+ClxA9i2Yy4B7gXeAI8jutpoA3A58Ku97rgBOB3YCFgDfBi4DRgP/BPwr2Z1qE4HZwOG57/s80JbL/ffAdOfcq977nzvnhgO3AucCvwZGAD93zn3Se7889/1DgePJLgyuAN4g+3bRXzjnjgRuy9X1dC7/POBR4D7golyNnwdW5g9Akcf+DjAK+BMwNfffYUWMb9VYs6aNtrY2mpuvLncpPaq1tYX+9Q3lLkNK4O0Na3i9dU1FnrP19X1ob99U7jKkRIqdz9bWFhobG1Oxwp1RXe0eS3YlJZLdSckvTIlkx1ayayyR/NKU7BpLvPPO2527xhLJ7rFk11gi2T2W7BpLJLvHQrUU7ma7++65DBlyQufuhMSsWTM45pjjtvjlLhmjwl80ly5dwvnnX9i5SyYR2hF2//33cNJJpwbbnnTSqVu0TyS7HBKhHS3Jq+bW/CS7xhLJL8/Jrp/E008/ydNPh+tOXuVPJGMYygEE2xdKxs/KnewKKOyn1T7ZNZb4859f63wVPTFt2hQOO+wIM4c1x9OmpV8pv/XWm/nkJw/K+yN+M/feew8jRozqjCWS3WPW+RY6J+rq6oJtrfqseDHnT3d9j537mP5YY2LF77tvwRZj/qtfPRisLzRn118/malT04uAU6ZMYvr0OUWNVcLKYcVDtUDHFrHrr58c7OOIEaOixmTEiFHBc//oo48Jto3JcdhhRwTHqr393WCOmDG5/vrJwX7269cvKofVn5i6LdYxrbEqxdxbQu2hoyTzEMr90ksvBNtaOay49ZwSw/r5YI1hzHO4NZex8xNSijm25sGqO0bsXJZiTCpFqT6tcpX3fqr3/lnv/dvAz4ALvPcveu9/T3bR6CDnXP5Pze9675/03i8GfkR2IQpgILAeaPHev0x2senbed/XAQzz3j/vvZ8F/Bg4K/fYGGCq9/5O7/0fvPdXAL8ju3CX+FGuzt9675MFrtW5t0euB0Z673/qvW/13t8DPAMc7L1/F1gDbM69nbTwL5Rijn2n9/4+7/2zwPeBLxY3vCIiIrI1ChcxCr+Wylf4NtLCr4tVuOi6YsWrPPHEktSr9E88sbjLHDHnW7Wdm1Z/YuMxYx6aM6Bz90yi8OtiWDmseKgWqz6rj7FjEjr3rbYxOSxWjpgxsfoZmyPmPIm9jq1jWmNVirmPqb1U8xDKY7WNjfckq/8xz+HWXMbOT0x9Me1jz8EYsXNZijGpFKXaOdZS8PU04FTn3BHAJ4Ev5OJ98trk3yjjLaBv7t9Tga8Df3bOPQ7cT/btjIk/ee//mvf1U2R3mwEcBDSTtjQXt2rt5L1/OveWyO8CBwOfBg4EfmV9T55ijl3Y5x2cc30CC21Vq6GhkYaGRq688truG1ew5uar2bhqc/cNpdfbdecG9tpz94o8Zxsb+9HWtq7cZUiJFDuflbjLsSfV1dWl/hAr3N0ila++vj71B0J9/db9ervffh9J/XGw334f5ZOfPIjHHnuE9vZ26uvrOeKIo7rMEXO+Vdu5afUnNn7EEYO2GPPCnWOJ0JwB9O/fP7VQ0L9//+j+WDmseLiWjmB9oT4mY1DsmED43LfaxuSwWDnixiTcz379+kXlsGqJqdtiHdMaq1LMfVztHSWZh1Dul156IdjWymHFe5LkVQ+hAAAgAElEQVQ1hjHP4dZcxs5PTH0x7a15KMXPu9i5LMWYVIpS7RzbkPzDObcD8BDZ3V6vAjcAZwS+592Cr+sAvPd/BD5B9q2OrwDjgKXOuV1y7QqXR/sAySpE6MMB+pBelNsQaJPUfjzwG7KfwvlLoAn4H6t9gWKOXdhnKLjJv4iISKntsceeqa/32uuDZtsBAwamvj7ggI8D2V+a8n30owMA2G239FvIGxt3B6Bfv/Qfox/4wK4ccshnUrHPfOZQAHbcccdUfKeddgJg773Tde6zz75mLSefnP6Uy1NPHQrAsGFnpuIjRpyVqjORjFHh2xMOP3wQAF/96r+l4iec0BSMWW27ctxx/5L6+vjjh+DcQanYQQcdAtjz06dPn1Q8+YX50EPTm9S/8IXDzPqsMQzlsNpb42fltvpptf/Qh/ZNxT/84Y9w9tmjU7Fzzx3TZQ6rxnPPvTAVP//8CznxxJPyFnN24Otfb8r9O/3r2w47ZH+lts630Jhbba36rHjo/Inte+zcx/QnNh4ac6u+0JwBjB79rVR8zJjsPRJDY2WxcljxUC1WfdZ5FTMmQPDct9rG5IDwWFk5YsbE6mdsDquWmLot1jGtsSrF3FtC7Us1D6E8VtvYuHXNxrB+Plj9j3kOt+Yydn5CSjHHsedgjNi5LMWYVIpSLY7l+xRwFPBP3vvx3vv/IrvYBEUsBDnnzgBO9N7f670/EziU7O6r5Dfqjznndsv7li8CyU1MXmLLe3j9A+CLrH0UMMd7f5b3fibwIvDxvLq72u++rccWERHpEVOmTE99fdNNtwEwb176vlnz5t3D+PHfT8Wuu+56AK6//qZU/Hvfy34S1m23pW9+PHXqDwCYMWNOKn777bO4/PL0rrZLLx0HwA9/mL659x13ZO9VMnnyban4pEm3mLV87WtfT8WSe5sce+zxqZ0qxxxzXKrORDJGF1yQ/uMi+eXwlFPSHxpw0kmnBmNWWwiPN8CwYekPNRg6dDhXXXVdKjZu3DUA5vzMmTM/FZ89O3uT/bFjL0/FL77422Z91hiGcljtrfGzclv9tNp///u3pOITJ97E4Ycf2bkYWF9f37kAZOWwahw48IDOhdf99vso++8/kN13352jjvoSdXV1HHXUlzoXVefOXZDKceedPwHs8y005lZbqz4rHjp/YvseO/cx/YmNh8bcqi80ZwCf/vRnUzu9Dj74M+ZYWdellcOKh2qx6rPOq5gxAYLnvtU2Joc1VlaOmDGx+hmbw6olpm6LdUxrrEox95ZQ+1LNQyiP1TY2bl2zMayfD1b/Y57DrbmMnZ+QUsxx7DkYI3YuSzEmlaInFsfayO7kOsU5N8A51wR8N/fYTkV8fwNws3Pun5xzA8ne2P4d4A+5x/uRvQn/J51zo8juMLs199gk4Hzn3BnOuU84574HfA5I/wac9g5wsHOuAVgFHO6c+4xz7mCyHwSwb17d7wANudyFexi35tgiIiLbRbIzqqtdY4lkd1KyKymR/NKU7BpLJLvHCn9hSnaPfeADu3bGkt1jya6xRLJ7LNk1lkh2jyW7xrqqJXmluvAV6mSXQrILI5HUW7izLvllM9lVk0h2y+TvBAvFuopbkt0O+TtZklfNk1fLE9b8JLvHCt9mkez+SXb9dFWfNYahHFZ7a/ys3FY/rfbJ7rEPf/j9HYTJq+mFr6JbOawazz33QnbZpV/nohFkXzV37qAtXi1P/rhPdo0lrPMtNOZWW6s+Kx46f2L7Hjv3Mf2JjYfG3KovNGeQ3UVTV7dD5+6ZRGisLFYOKx6qxarPOq9ixgTC577VNiYHhMfKyhEzJlY/Y3NYtcTUbbGOaY1VKebeEmpfqnkI5bHaxsatazaG9fPB6n/Mc7g1l7HzE1KKOY49B2PEzmUpxqQS1MXc/NM5dyzwkPe+Li92DXCs9/7IvNhZwFXAHmR3Tt0AzAG+TPatlsuAA3M33E/lyL0t8z/JfqrknsDzwFjv/WO5T4QcD9xJ9kb3fwHGee9/knfs0cAlwIeA3wKX5m76j3OuBWjO7QpL2l9L9i2g03J1zgaOJHtPsF8A64CDvPdfds7tDvw32XuR/SPZBbHHvfdXxh7bOTeY7Kdg9vXep94qunLl2xV3R9bYe+FU4v2bYiT3HDt78Liy1jF90XiAstdRyaYvGs9Oe+5Qkees7jlWXfQ8Wz10bVYPzWX10FxWF81n9dBcVo/eMpd7771r8B2NUXdw894/TMFbI7331wDXFMRmADMKvv3Hef82c3jvNwOX5/4L6ch9EuQVRo1Tyd7UP/TYwEDsaiD/fR7HG8fFe7+a9z9VE2Dw1h7be78I3W9MRERERERERKSsSvVplSJFOfroY8pdgohIVdPzrIiIiIhIHC2OyXY1aNDgcpcgIlLV9DwrIiIiIhKnohbHvPezyd4TTEREREREREREZJv1xKdVioiIiIiIiIiIVAQtjomIiIiIiIiISM3S4piIiIiIiIiIiNSsirrnmEgl+UvbcqYvGl/mGloByl5HJftL23IG7jmw3GWIiIiIiIhID9HimEgPGDDggHKXAMDu9bsDsFND8ZtE6+v70N6+qadKqjgD9xzYa+ZTRERERERESk+LYyI9YOjQEeUuYas1NvajrW1ducsQERERERER2S50zzEREREREREREalZWhwTEREREREREZGapcUxERERERERERGpWVocExERERERERGRmqUb8osUYe7cWbS2Lit3GV1as6YNgIaGxm3KU8ufVjlgwAEV/WEKIiIiIiIiEk+LYyJFaG1dxvKXl7H/rh8pdymmtrdXA9Cwof825WnnvVKUU3GWv/1auUsQERERERGRMtDimEiR9t/1I1zxxYvKXYbpe0/dBNCra+zNkvETERERERGR2qJ7jomIiIiIiIiISM3S4piIiIiIiIiIiNQsLY6JiIiIiIiIiEjN0uKYiIiIiIiIiIjULC2OiYiIiIiIiIhIzdLimPSIJUsWsWTJonKXISJSc/T8KyIiIiISp77cBUh1euyxRwAYNGhweQsREakxev4VEREREYmjnWMiIiIiIiIiIlKzanrnmHOuBRiQF+oA2oAlwGjv/atF5PgSsNJ7/3wRbWcD9d77jHPuGuBY7/2R8ZWLiIiIiIiIiEgp1PTiWM5Y4K7cv/sAnwJuB+YAxxTx/Y8AxwHdLo4BF25NgSIiItsqk2nq/Pe8efd0GY9pWyu5q60/lZq72vpTqbmrrT+Vmrva+lOpuautP1ubo66ujrlzF2xV7uHDT6W9vZ2+ffsya9aPe0V/YnIX0/fYfo4ceTobN25k5513ZubMeZ2PjxhxGu+99x477rgjP/zhXV3mADjjjJPZvHkzffr0Yc6c+QAMG3YKmzZtor6+ntmz797qMak2WhyDt7z3r+d9vcI5dzUwzznX4L1fU6oDlTKXiIiIiIiISG/Q0dGx1d/b3t4OwHvvvVeqcrarYvse08+NGzcCsGHDhlQ8+d533323qGNu3rwZgE2bNnXGkn8n9UhW3bacxJUu97bKZu/9zIJ4E7AA2JXsbrIpwInAemAhMNZ7/3bB2zK/672/xjk3ArgU+DjwVi7PBd779mLfVrly5dsVNymNjf1oa1vX+XVz89UAXHnlteUqqaSam6+Gv77HFV+8qNylmL731E0AvbrG3ux7T90E+/StmnMWtrwupbIVO5+h59/8V/wS8+bdE4yHWG1j45Wau9r6U6m5q60/lZq72vpTqbmrrT+Vmrva+rOtuZMdVDG5k91UiWRXVW/oT0zurvoe28+ddtqpc3EM6Nw9luwaSyS7x6xjJrvGEn369AHSC2XJ7rHYMdkaveVvk7333rUuFNfOsQLOuQOBa4Ffeu/fcc79P2BnYBDQF7gRmA38O/D3wBvAycAvnHNHArcBpwNP5x6fBzwK/GT79qS81qxpo62trfOPtErX2tpCY92u5S5DetCajW/R1vp21ZyzAPX1fWhv39R9Q6kIxc5na2sLjY2N26EiERERkfdtzcabwt1L1bp7LKaf+Qtj8P7uscLv6W73WP7CGKQXxay6apkWx2Cqc+6m3L/rgXeB+4GLnHMfB74O7OW9fxPAOXcG0OKc+6j3/lXnHMDq3ELaemCk9/6nuXytzrmxwMHbs0MiIiIiIiIiIlIcLY7Bd8m+9fEDwHfIvk1ynPd+lXPucKAOWJ5bBMv3CSD1aZbe+6edc+udc98luyD2aeBA4Fc924Xep6GhkYaGxqp5i1rytkqpXg077UbDPntWzTkLvWfrspRG7NsqRURERESkODuUu4BeYKX3/mXv/W+BU8jeY+w+51xfsouHa4HPFfx3IPDrwkTOueOB3wD7Ar8EmoD/2R6dEBERERERESmXurrgrZy6VF+f3q/Tt2/fUpWzXXXX95h+7rTTTqmvd9555+D37Ljjjl0ec4cd0ss9ffr06bzvmFVXLdPiWB7v/bvAmcBngW8BHugP9MktoL2ca3ojsFsgxShgjvf+rNxN/l8ke2P++GcJERGREim8cWrydSge07ZWcldbfyo1d7X1p1JzV1t/KjV3tfWnUnNXW3+2NcfcuQuic8+efXcqPmvWj3tNf2Jyd9V3iOvnHXf8KBWbOXNe6nsSP/zhXV0e884707c9nzNnPnPmzE/Fkrpix6QaaXGsgPf+/4A7gCvJftrkL4G5zrnDnHOfBe4E9vHe/yX3Le8ABzvnGoBVwOHOuc845w4me+P+fYGdEBEREREREalCW7NrLJHsXqrWXWOJmH4mu8eSXWOJ5Hu72zWWSHaP5e8YS/6tXWNpdVvziRLVwjnXAjTndnnlx/cC/gA8CFwA3AwMATqAh4ALvPev59peC3wbmAbcQHZB7EiyC2u/ANYBB3nvv+ycmw3Ue+8zzrlrgGO990cW1rVy5dsVNymF98JJ7nlTLfdvSu45dsUXLyp3KabvPZX9XIneXGNv9r2nboJ9+lbNOQu651i1ib3nWDWdy9VG12b10FxWD81lddF8Vg/NZfXoLXO59967Blcza3qp0Hs/0Ij/DdgjL3R6FzmuBvLvfnx8F22H5/37GuCaogoVEREREREREZEeUdOLY9Jzjj76mHKXICJSk/T8KyIiIiISR4tj0iMGDRpc7hJERGqSnn9FREREROLohvwiIiIiIiIiIlKztDgmIiIiIiIiIiI1S4tjIiIiIiIiIiJSs7Q4JiIiIiIiIiIiNUs35Bcp0vK3X+N7T91U7jJMrW+/BtCra+zNlr/9Gvvvc0C5yxAREREREZHtTItjIkUYMKD3L5o07rx79h8NfbcpT319H9rbN5Wgosqy/z4HVMQ8i4iIiIiISGlpcUykCEOHjih3CdtNY2M/2trWlbsMERERERERke1C9xwTEREREREREZGapcUxERERERERERGpWVocExERERERERGRmqXFMRERERERERERqVlaHBMRERERERERkZqlT6uUijN37ixaW5dtc541a9oAaGho3OZc1eQTnziQk08eWu4yRERERERERLYLLY5JxWltXcbyl19h/9322aY8bW+tAqBhoy6DxPK3/kp9fZ9ylyEiIiIiIiKy3WhVQCrS/rvtw38cfvo25fjPpT8C2OY81SQZExEREREREZFaoXuOiYiIiIiIiIhIzdLimIiIiIiIiIiI1CwtjomIiIiIiIiISM3S4piIiIiIiIiIiNQsLY5Jj1iyZBFLliwqdxkiUiRdsyIiIiIiUqv0aZXSIx577BEABg0aXN5CRKQoumZFRERERKRWaeeYiIiIiIiIiIjUrK3eOeacawEG5IXagVeBGd77CdtW1vblnBsILAMO9N6/HHi8BWj23s8siB8LPOS9r9sOZYqIiIiIiIiISIlt686xscC+uf8+BnwXaHbODd3WwkREpPwymabO/7qKlSpebblHjDiNTKaJb37zG9t8zCFDvlLUMUeOPJ1Mpokzz8yk4uecM4JMponzzhvZ7TEvueQCMpkmLr30oqJyX3bZRWQyTVxxxdhu+3/ddVeRyTQxfvw13bbtbkwK49/5zuVkMk1897vjUm3nzLmDTKaJuXNnFzUmY8acTSbTxEUXnZeKz59/F5lMEwsW3N3tMceNu4RMpomrrrpsi7oL59LKY+WeNGkCmUwTkyffkIqPHj2KTKaJMWPOTsUnTLiWTKaJiRPHd8YWLryXTKaJBx64P9XWGqvzzhtJJtPE6NGjUvEZM24lk2li5szbO2NLlz5OJtPEk08+kWrb0rKMUaPOYPnyllT8lltuJJNp4tZbb+42N4Tn3soRGw/1/+KLzyOTaWLs2Au2qCM0l8899zuGDj2ZF154ttv+WPNgzbE1ttYxQ0LnA8DDDz9IJtPEI488lIpb8xaKW+ePldvqT2hcrBzWGFq5V69eTXPz1bS1re6Mxc6lFQ/VaJ3HMePaVTx0Llv1xeYOjZXFahtzzNi6u5qfr31tSCpu5bDEjkkobtVn5Yi5jmNZx7Suk5DYMYzJ0dWYFM7l1uSJqSUmXqrrODT3MX2JbV+K8atG27o49pb3/vXcf6967+cADwP/XoLaREREKtp7770HwLvvvrvdjrlx40YANmzYkIq/887bALz11ppuc7z++l8A+POfXysq94oV2Xavvtqaiof67/2LALz44vPdto31yivZzd9//KNPxR966BcAPPjgA6m4NSZvvrkKgL/97Y1U/Gc/+ykA999/T7fHbG1tAWDZsle2unYr9zPPPAXA008/mYonv8wm9Seefz77y/azzz7TGfvJT34EwN13z021tcYqGaPCX5gXL34UgEWLHu6MTZ8+FYBp06ak2k6bdjPr16/bYkEq+aNs6dIl3ea2WDli46H+r1yZPQ/++te/dFsHwNSpN9LRsZkpUyal4qH+WPNgzbE1ttYxQ0LnA8CcOdk3SMyaNSMVt+YtFLfOHyu31Z/QuFg5rDG0ct933wK8f5F7772H7ljjasVDNVrnccy4dhUPnctWfbG5Y8bKahtzzNi6u5qfzZvTcSuHJXZMQnGrPitHzHUcyzqmdZ2ExI5hTI6uxqRwLrcmT0wtMfFSXcehuY/pS2z7UoxfNeqJe461AxsBnHN1zrkrnXMrnHNrnHO/dM4dmDR0znU4565zzq10zj3snOvrnJvmnHvDObfOOfeQc87ltT/cOfe4c26tc67FOXd+3mOznXM3O+d+nHv8D8654XmP7+ucW+CcW+2c2+ice8Y5d1QpO+6ca3LO/d45t8E590fn3Ii8xxqcc3Ny4/C6c26Gc27XUh5fRKSUrJ06oTaliFdb7hEjTkvFkx1RPXnMkSNPT8WTHV7nnDMiFU92SoXyXHJJendMsnvMyn3ZZendZcnusVD/r7vuqlQs2T1WirH6zncuT8WS3VZz5tyRiic7WqwxKdx1lewemz//rlR8wYK7zWOOG3dJKp7sHrP6E8pj5Z40KX3nimRnUeGOrqQfEyZcm4pPnDiehQvvTcWSHTfWWBXurEuONWPGran4zJm3s3Tp47S3twPQ3t7e+Yd7S8uyzkXUFSte7Xy1+pZbbkzlSH5RD+WG8BhaOWLjof5ffHF692Cye8yay+ee+x1r164FYO3atZ27AEL9sebBmmNrbK1jhoTOB8jueOro6ACgo6Ojc+eTNW+huHX+WLmt/oTGxcphjaGVe/Xq1Sxe/CgdHR0sXvwobW2ro+fSiodqtM7jmHHtKh46l636YnOHxspitY05ZmzdMfNj5bDEjkkobtVn5Yi5jmNZx7Suk5gxiRE7rrHnRMw5W4prsFTXcaifMX0pVd9jj1mNSvZplc65vsBXgX8Ckt84RwNnAEOBP+e+/pVz7pPe+3W5NicAR+ZqGZ37/n8FVgMTgdnA4c65g4BHgMnAN4HDgducc2947xfkcp0LXAlck8s1zTm30Hv/JjAXeAc4AqgDJgC3A58qUf8/CNwFnA/8N3AMMNM5t9R7/xLwQ2BnYBDQF7gx17eq3GW3Zk0bbW1tNDdfXfLcra0tNO6wc8nzCqzZ+A5r/rSqR+ZNtr/6+j60t28qqm1rawuNjY09XFFtSXZCJbbH7rFkZ1ci2eGV7JBKdLV7LNk1lkh2j1m5k1+wEsnusVD/k11jiWT3WCnGKtlllUh2WyU7WRIPPvgAQ4cON8ekcNdVsnss2TWWyN89VnjMZNdYorvdY1btoViyoyiR7Cwq/CU26UeySyjx7LPPbLFj6O675zJkyAnmWBWeL8mxkh0xiUWLHubxxxelYtOmTeGww45g2rT0q9O33noz118/eYs/xpYuXcL5518YzH3mmecQYuWIjYf6X6i73WNTp6YXK6ZMmcT06XOC/SmUzIM1x8kOj0QyttYxQ0LnA7y/4ykxa9YMjjnmOHPeQvEVK15NxZLzx8pt9SfZCZa4++651NWlb++b5Ai1HTLkBDP3ffctyFvA2tzl7ghrXK14qJ/JsRLJeRwzrl3FQ+fys8/+JlhfbO7QWI0YkV6ET1htY47Z1vZmVN0x89PYuHswhyV2TELxX//68WB9Vo6Y6ziWdUzrOgmxxiRG7LhaY1KKc7YU1yB0FN22q3ion//wD/9YdF/AnuOYvsfkqFbbunNsqnPuHefcO8AGYA4w2Xuf/KS6FLjMe/9IboHoArI7y/IXhGb4rBeAgcB6oCV3Y/xzgW/n2o0CnvXe/4f3/g+5t3DekjtG4jnv/UTvvQfGkV2MOiT32M+AC7z3L3rvfw//f3v3Hm9FVfdx/HMQwYAEvAsiINJP8EpWCiqKqTwVBvjyQhlqT14TzUulheQVKBHFS6h4zcdbr6weLbOLVhQqlWTahef3ZE9KqaFpPJbGkyjPH2sN7NnM2oc5Z59z9jnn+3699osza2avWbN+ew2z116zhi8Do8ysXpPpDyZ0ej3v7s+5+23AocBKMxsBTAWmu/vT7r6M0Gl4hJkNqdP+RURERDpUNgqherm6E7W6I6WryH79Ty23Rqpu67HP6k6cbDkVtzLxTOWdOp4yeaSk8n7ssZ/mRso89thPknmk6jWVXqaMZeu1TH2nylc27zJ1ldq2zD7LlrtMfMqef8rWSVF6qnypPNry3JHaZ5k2WI9zeNl6LfuZKPOZrUcbrFc7LjrOMscC9Tn2svvsilo7cuxiIBu1tRp40d3fAjCzfsAOwF1m9nbFezYD3lWx/GzF39cROpFeMLMlwP3AbXHdKCA/8QI8RhiplVn306y7vxbvyNw0Jl0PTDOzccAuwN4xfZONOM43Ke5I7EHo7AP4FWHk2INm9gdCZ9zt7v43M9uPMFptRcVdopl3EZ7y2aX07z+A/v0HcMEFlzS/cUmXXfYFeOkfdc9XoH/vfmw5aDDnn39hRxdF6mDAgD6sWvVG8xuCRguKSF307Nkz9wWrZ89wqTl48A65C/LBg7vmb4N9+/bNfdHp27dv3fJO1W099tnU1JTrzMlGaqXiVpSe+rKcyjt1PGXySEnlPW7cASxe/EPWrFlDz549GTduPI888r3CPFL1mkovKmOqg6xMvdZKL1PusnkX1VVKatsy+1y16tVS5S4TnwEDBpY6/5Stk6L0pUuXFJYvlUdbnjtS+yzTButxDi9br2U/y2U+s/Vpg2vr0o6LjnPffffb6GOp17GXyaOrau3IsZfd/Zn4+nPWMRZlrWsasFfFaxegcizfull93f33hM6iowkdXTOBx83sHZXbVdiEfAdf0X0YTWbWA/gBYRTan4B5hJFbG2sVsHlB+sC4Dndf6+7HEjrd7gQOBH5uZofFMr5Ovh72AkYCS0uUQ0REOolNN900t9yrV68232fv3r1zy5ttFm5B79cvP8Xl5pv3T+ax3Xbb55YHDdqhZt6DB++QSx8yZChQfPxhhoT1Ro3aLbltWSNG7JxbHjky/Bh16KEfyKVPnDgJSNfJFltsmUvfaqttADj88CNy6ZMnH5nc59Chw3Lpw4ePKF32VN5jxrwnl7733vsAbHDbUHYcu+22Ry59jz3GcPTR+fnjpk0LDxlP1VX15yXb1/jxE3LpBx10CKecMiOXdtppZ8Z/P5VLP/30sFx9C8/YsQck805J5VE2vej4t956m1zattvm20e1GTPOyS2feWaYg6/oeFJxSMU4VbepfRYp+jwAHH/8ibn0j3/85LiP4rgVpac+P6m8U8dTVC+pPFJ1mMp7ypSj1nWsNTX1YOrU/HxjlVL1mkovKmPqc1ymXmulF32WU+Urm3eZukptW2afZctdJj6pPFLK1klReqp8qTzKtOOyUvtMtZMiZeuwTB5l66Qen9l6tMF6teOi4yxzLFCfYy+7z66oLSbkB8DdVwEvAdtnHWjAH4E5wJ5F7zGz44Ap7v5Ndz8RGEMYMbYHsBzYp+otY4ENJ+bY0GhgPHCYu8929weB7OpmY26rfJowV1m1scCTsey7mNmV7v5Ld7/I3d8N/JQwEs6BvsAmFXUBYd6xok43EZEOd+ed922wXJSW2rZselfL+7bb7sml33rr3W2+z1tuyc+/c/PNdwJwww235dIXLrwlmfcVV1ybS7v88gU18/7Slxbk0ufODU9aKjr+WbMuzaXNnHlRcttU+VLpF1+cn8T8wgvDROPHH5+fTH769BOAdJ1cc82NufQFCxYCcMwxH82lH3XUtOQ+Z8++Ipd+6aVfqnk8Rfmk8j733PxE/WefHWafuO66m3Lp2XGcf35+VOhnPzuTD394ai5t0qTJQLqusrrJZPs6+eTTc+knnngqY8fuv270Qc+ePdd9eR82bPi6jtTBg4ew447DADjjjPyXguwivShvKK7DVB5l04uO/6qrFubS5s+/NlkOgN133zM3gmXXXfdIHk8qDqkYp+o2tc8iRZ8HgEMOmVjxpaiJgw8+FEjHrSg99flJ5Z06nqJ6SeWRqsNU3gMHDmT8+Ak0NTUxfvwEBgwYWDqWqfSiMqY+x2XqtVZ60Wc5Vb6yeRfVVUpq2zL7LFvuMhpVPjAAAA7PSURBVPFJ5ZFStk6K0lPlS+VRph2Xldpnqp2UqZMyytZr2c9Emc9sPdpgvdpx0XGWOZZ6HXvZfXZFbdY5Fl0JXGpmU8xsZ2AhYR6u5Ynt+wNXm9lhZjaMMLH/P4D/ju/d3czmmNm7Ykfa6YRbMZuzCngbOMbMhprZkYRbQgF6p9+2zpeBSWZ2Udz3rmZ2DmEetOx5q6uAU+I2w81sAqFTb5mHGYi/C/yHme1jZnsCdwDbuvvGPRdcREQ6nWxEVHuMGstkI7yykV2ZbKRUrVFjmWz0WDZqrLm8s4usbNRYpuj4s9Fj2aixWtuWlY22ykZZZbIRLdlIlkyqTrJRV9mosUw2emzy5PW/pqb2mY0ea27UWK18UnlnI4uyEUWZ7EK2evRbNlooGyUE60fcZCNtMqm6yuqo+mI5GxlTObIrG41QPQrhtNM+xTve0WeDEQfZF7JsBFetvFNSeZRNLzr+bPRYc6PGMjNmnENTU48NRn4UHU8qDqkYp+o2tc8iRZ8HWD/yKRuVlUnFrSg99flJ5Z06nqJ6SeWRqsNU3lOmHIXZqI0aFZGq11R6URlTn+My9VorveiznCpf2bzL1FVq2zL7LFvuWvHp0SOfnsojpWydFKWnypfKo0w7Liu1z1Q7KVK2DsvkUatOqmPZknzKlKVMer3acVHsyxxL2e3rUX9dUVNzE1qmmNmzwGXufnONbTYBLgQ+QbgF8UngbHf/eVy/FjjU3R+Oyz0II8umA1sCvwHOdffFcf0E4ArCJPsrgPnufkNcdzvQ090/VrH/dfmb2cnALGALwkiueYQHCLyfcKvlH4GRFaO6qo9lQjyWMYTbOX8Tj//bFdtMJDwFcxfgVeBm4CJ3X2tmWxFuJ51EeLTFDwgPCPhL9b5efvnvLQtKB6qe2yibv6gt5xz7/Nhjm9+4hjmPh1EQrc2nK5nz+F30HNRfc451ES2Zc6wt2qzUR5l4SmNTLLsOxbLrUCy7FsWz61Asu45GieXWW7+z8O7BFk/I7+7DNmKbt4AvxFfR+qaq5beB8+OraPsfsX4i/ep1J9TK390XAYuqNqm8j6Pm7ZVx3z9qZpvvAYWzerr7XwH1woiIiIiIiIiINJDWPq1SpNCBBx7c0UUQkRLUZkVEREREpLtS55i0iQMOOKijiyAiJajNioiIiIhId9XWE/KLiIiIiIiIiIg0LHWOiYiIiIiIiIhIt6XOMRERERERERER6bbUOSYiIiIiIiIiIt2WOsdERERERERERKTb0tMqpVNa8dpK5jx+V6vyeO61lQCtzqcrWfHaSnYa1L+jiyEiIiIiIiLSbtQ5Jp3O0KHD65LPgN5rwh/9+9Ulv65gx236sdNOO3V0MURERERERETajTrHpNOZPv3jHV2ELm3AgD6sWvVGRxdDREREREREpF1ozjEREREREREREem2mtauXdvRZRAREREREREREekQGjkmIiIiIiIiIiLdljrHRERERERERESk21LnmIiIiIiIiIiIdFt6WqW0mJn1Bq4FjgL+D7jS3S/v2FJJipl9FLirKvl+d59iZkOBm4D9gBXAOe7+UMV7JwBXAzsDPwdOdPdn2qfkkoltbhlwlrs/HNO2AG4EJgKvAhe6+1cq3rMncAOwJ7AcONXdf1Gx/mhgDjAI+AFwkru/1D5H1L0l4vl5YHbVple7+1lxveLZQMxsBLAA2B94HfgqMNPdV7f2vGpmZwDnAf2B+4AZ7v56uxxYN9RMLBcBJ1W95Wx3XxDfq1g2EDPbBbgO2Bd4BbjO3efFdWqXnUwz8VTb7KTM7GZgZ3c/KC63+PrGzJqAywifhU2BW4Dz3P2tdjugbqwglt8HDq3abKq7/2dc37Cx1MgxaY15wDjgEOAU4AIzm9axRZIaRgPfBLaveJ0QT0L3Ey443gt8Bfi6mQ0HMLMhwAPAncB7gL8A95uZzh/tyMw2A+4Bdq1adTuwJeFC/xLgRjMbF9/TF3gIWArsDfwUeNDM3hnXZ/G+jHDRuTlwR1sfi9SM52jgGvLtdFZ8j+LZQMysF/Atwo9D44BjgSnA7NaeV83sCEIcPwlMiHnMb7eD62ZqxTJuMhr4DPl2uSi+V7FsIGa2KeE8uQLYCzgdmGVmx6pddj614hk3UdvshMzs/cAnKpZbe31zNnACYcDGVOAjhM+FtLHqWEajgWnk2+VDcfuGjqVGjkmLxJPYScDh7r4MWGZmlwMzgHs7tHCSMhp42t3/UploZgcDBhzg7n8HfmdmhxBOdBcQ4vxUNirQzP6dcIFxMPBwO5a/2zKz0cDdQFNV+gjgcGBk/CX017Fj7JPAY8AxwJvAue7+tpmdDXwopt8MnAF83d1vj/kdB6wws501MrDtpOIZjQauqW6nkeLZWN5HGI3wPnf/B7DczGYBVwIP0rrz6lnAte7+QFx/KvCwmX067kvqq1YszwVGARck2qVi2VgGE0YIne7u/wSeMbOHgQOBF1G77GxqxfMu1DY7nfgdchHwaEVya69vziLcObE4rj8PmAt8sX2OqnsqiqWZbU5otz9LtMuGjqVGfkhL7Qn0BpZUpC0B3mtm6nRtTKMBL0jfF3gyXihmlgBjK9b/JFvh7m8Av6xYL23vAOD7bFjn+wAvVnV8VMfuUXd/G8Dd1xL+A0vF9k/AcwX7kfoqjGcc1WAUt1NQPBuNAx+s+hK1lvB/Y4vPq2a2CWEEw08q3ruU8IPmmHofhAA1Ymlm2wFbULtdKpYNwt2fdfdj3P2fZtZkZvsB44FHULvsdGrFU22z05oN/Di+Mi2+vjGzQcAQ8rFcAuwQRw9K2ymK5WhgNWG0Z5GGjqU6MaSltgdedffVFWkrgV7A1oRf56RBxFtGRgCTzOwSQsf414ALCbF8oeotK4Ed4t/NrZc25u43Zn+bWeWqjYld9UXjSsKtCRvzfmkDNeI5HOgDnGRm9wJvALcC8+MFo+LZQNz9ZSpGz8ZbdWYQbgdpzXl1ALBZ5Xp3X2Nmr6BYtolmYjkaWANcamYfAP4KXJX96o1i2cj+TJjT5tuE+aQWoHbZmVXH80DUNjsVMxtLuF1uN8Ko3Exrrm+2j8svVK0jrv9T60otRWrEcjSwCrjXzA4g1P9F7v6duL6hY6mRY9JSfQhzc1TKlnu3c1mkeSMJneGvA0cS7t0+lnDLSCqWWRybWy8dJxWbXnEUkmLbuYyK/z4PTCIMIZ/J+osOxbOxXUkYcfA5WherPhXLqfdL26qMZdYunwI+QJgc+EYzOyqmK5aNa3J8vRu4CrXLzq46nmqbnYiFhxDdQngI0d+qVte7beo7aRtqJpajgH6E+f7+DfgO8C0z2yeub+hYauSYtNRqNvyQZstvtHNZpBnu/lsz28rdX4lJT8XOk3sIT23qX/WW3qyPYyrWryAdLRWbf7r7WjNLrW8utmrDHcDdH6xqp782s60IExDPo/l4KZ4dIJ5LFxDm+jsynm9X0/Lz6uqK5dT7pQ0kYvk74B53fzVu9rSZjQROI4zAViwblLs/AWBmfQgTQN+K2mWnVRDPzVHb7Ey+APze3b9WsK411zeVsXyz4m9QLNtKrVieD8x291Vx+Skz25vw8L6f0eCxVOeYtNTzwEAz6+Xu/4pp2xF6d19Nv006SsUX7sxywiNyXyDMIVdpO9bfGvt8XK5e/5t6l1FKS8Wmudht7HppZ4l2Oij+rXg2mHj73S2EkbjHuPv9cdXztPy8mn1xW3eejXN5boli2WZSsYxz31Rf1ywHDot/K5YNxMwGA3tnk6xHvyNM+/EisHvVW9QuG1gz8Xynu/+16i1qm43ro8D2ZpbN7dgL2CQu303Lr2+er1h+puJvUCzbSjKW7t6PcFtlpeWsvyZq6FjqtkppqV8B/yI88jyzP7DM3dd0TJEkxcyOMLOVce6xzBjCyWspsFd84khm/5hO/Hf/irz6xPcuRTraUmCwmQ2rSKuO3bg4GiIbFTGOdGyHADui2HYIM/uUmT1dlTyG9fNwKJ6NZz7hIvEId/9GRXqLz6txfrlfVK4nTEq8Bniy7kcgmcJYmtl8M/t21bZjgP+KfyuWjWUU8A0z26YibW/gZcLEzmqXnUuteH5ObbNTOYgwP9Ve8XUT8ET8u8XXN+7+AmHy98pY7g+8ECd7l/o7iEQszew+M1tYtX2tdtlQsdTIMWkRd3/DzL4CLDSzEwi9up8GTu7QgknKYqAJWGRmcwhzkM2Lrx8TnhJyu5ldRJjraF/Co80h3IbwGTObCXwTmEU4cT3SjuWXAu7+P2b2PeAOM5tBuGA8FpgQN7mPMG/VtfE/qpMItyHcG9dfDyw2s0cJ/1ldDTzk7r9vx8OQ9b4LzDWzuYQRLO8DzgNOjesVzwZiZvsSHjn+OeCJ+OS0zGJad15dCNwUO0tXxOVbq56mKHXSTCwfAH5oZmcCDxLmUDkOeH9cr1g2lsWEkUW3m9m5hIcRfZHwVDW1y86nVjx/hdpmp+Huz1Uum9nfCNOAPGNmL9G665vrCddPK4C3gLlxG2kDzcTyAcL3zSWEDuiPETq4smvZho6lRo5Ja5xD+ND/ELgBuMTdv9qxRZIi8VaticBQwmOsFxFiNtfd3yJMcLoNsIxwYTHV3Z+N730WOAKYTvhVYFtgcva4ZelwxxFGAP6MMAfAie7+OIC7vwZ8iPDr2y+B/YAPZo+xj9udBFwAPA78L3B8ex+ABO7uwOHAIcDTwGXAee5+d1yveDaWI+O/cwnD/StfTbTivOru9xLifz3hKYpPkH8alNRXrVg+CnyE8OPfbwlzAH7E3ZeAYtlo3P1NQqfXGsL/izcS5pG7prXXO4pl+2smnotR2+wS6nB9M49wa+bX4+se4Ir2Kr+s5+53EAbMXAL8GvggMNHd/xDXN3Qsm9auXdte+xIREREREREREWkoGjkmIiIiIiIiIiLdljrHRERERERERESk21LnmIiIiIiIiIiIdFvqHBMRERERERERkW5LnWMiIiIiIiIiItJtqXNMRERERERERES6LXWOiYiIiIiIiIhIt6XOMRERERERERER6bbUOSYiIiIiIiIiIt3W/wONwInvBUNsTgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Суммы займов по секторам\", fontsize=18)\n",
    "plt.xticks(np.arange(0, max(df_kiva_loans['loan_amount']+1), 500))\n",
    "plt.tick_params(labelsize=14)\n",
    "\n",
    "sns.boxplot(x='loan_amount', y=\"sector\", order=sort_order, data=df_kiva_loans_trimmed).set(ylabel=None, xlabel=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "upF96B4UbznE"
   },
   "source": [
    "Прежде всего нужно отметить, что именно медиана даёт робастную (устойчивую к выбросам) оценку центрального положения суммы займа.\n",
    "\n",
    "Из графика становится ясно, что медиана суммы заявок на **личные нужды** обладает наименьшим значением. Личные нужды включают предменты обихода и первой необходимости, обеспечение жилища энергией, теплом и водой. Именно эта группа заявок может свидетельствовать о случаях крайней нужды и бедности в различных странах.\n",
    "\n",
    "На другой стороне графика сектора с самыми большими показателями медианы суммы займа: **оптовая торговля**, требующая значительнх затрат на закупку, что вполне логично; **образование** и **здравоохранение**, а также **сфера развлечений**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "M6ZM5CMebznE"
   },
   "source": [
    "### 2.4.3. Распределение по макрорегионам\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "HmBtq7YtbznE",
    "outputId": "6d4cdfba-02d5-467f-f993-298d0cfd5970"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kSZIkSR3FOUPUsR566MkR1S1qqaUW5amnnhvuMDqKbT60bO+hZXsPLdt7aNneQ882H1q299CyvYfWULb38ssv3XIFMXuGSCNEV9e44Q6h49jmQ8v2Hlq299CyvYeW7T30bPOhZXsPLdt7aI2U9jYZIkmSJEmSOorJEEmSJEmS1FFMhkiSJEmSpI5iMkSSJEmSJHUUkyGSJEmSJKmjmAyRJEmSJEkdpWu4A5A0Ml188YXMmHHPoNQ1c+ZjAIwfP2FQ6psfEyeuxp577jtsx5ckSZI0cpgMkVRrxox7uP3O5MUlllvgusY+/QgAf3ti1gLXNX/Hf3RYjitJkiRpZDIZIqmlF5dYjmfXftcC17PYHdcADEpdC3J8SZIkSQLnDJEkSZIkSR3GZIgkSZIkSeooJkMkSZIkSVJHMRkiSZIkSZI6iskQSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdRSTIZIkSZIkqaOYDJEkSZIkSR3FZIgkSZIkSeooJkMkSZIkSVJHMRkiSZIkSZI6iskQSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdRSTIdIINW3aDUybdsNwh6EO4j0nSZKkTtE13AFIqveTn1wPwBZbbDXMkahTeM9JkiSpU9gzRJIkSZIkdRSTIZIkSZIkqaOYDJEkSZIkSR3FZIgkSZIkSeooJkMkSZIkSVJHMRkiSZIkSZI6iskQSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdRSTIZIkSZIkqaOYDJEkSZIkSR3FZIgkSZIkSeooXcMdQI+ImAG8tsXb78vM7yxg/RsAS2fmz+dS7gvAvsAmmfnbeah/NrBNZv54QeJcUBGxOnAXsGpmzqh5v7cdImIL4KfAIpk5axCOfQmwe8OmF4GHgWuAD2XmkwtY/zTgpsw8tnp9HrAncAtwD9CVmbsuyDEkSZIkSS99I61nyGHASjVf1w1C3d8GYqACEbEI0A38lb4P9e1YCbhx/kIbUnNthwV0JXOu2yrADsA7gLMGoe73A6dBb1LngGrbDsChwIGDcAxJle7uyb1f87KtVZmtttpyrmXmt+55LTMS6x7smBrbeySe72hqy/L1rgH3G4z2Bthxx/fR3T2ZnXZ6/7Cc75Qp29HdPZkddnhP77Zddtme7u7J7LrrFAD23HMXursns/feu7UsM3Xqe+nunsyOO75vwLgPOmhfursnc+ih+wPwwQ/uRXf3ZA46aJ95au9DDz2A7u7JHHbYQb3bTjzxWLq7J3PKKccBcOaZp9PdPZmzz/7UgDEdeeRH6O6ezDHHHF5bD8Cpp55Ed/dkPv3pkwHYaaf30909mZ137u4tc9llX6a7ezKXX35p77bDDjuE7u7JHHnkh2rrqbsGzW3UKu7mutqJuzmeVtua27yu7g98YCrd3ZPZY4+dWrZl3fn+4Affp7t7MtdfX/7cv+iiz9PdPZlLLvlCb5k//OF3TJnybv74x9/3btthh/fQ3T2ZqVPfC8Cuu06hu3syH/jA1JZ1n3vuWXR3T+bznz+7ZRmA6dPvYbfdpjBjxj0t92uOs+7+qou7+Xh1xz/ssEPYaqst+1yD5roee+xRPv7xI3nssUdblqm7T+r2u+mmG+nunswvf9n6M+PmMu2cW11b1mmOqW6furibt9XF1M5+Z555OltttWWfa9fO+dbF2bytnf3aPd/muuanbevOrd22rNs22o20ZMgTmfmvmq/nBqHuMW2UeRvwMuAzwE5VcqQtVZzPz29wQ6iddlgQzzZct/sz82fA5yhJpgWSmY9m5lPVy2Wr7z+ujvV4Zj6+oMeQJKne7CE5yn/+U/6UeP75wfjTZ969+OILALzwwpwOo88++wwAzzzzNACPPz4ToM8f181lZs36DzDnfFr55z//AcB99/0dgAcf/Fe1/f55ivu+++4FYMaM6b3b/vjH3wFw222lo+8vf1k+s7rxxp8NWNdf/5oA3HnnX2rrAbj11t8A8Otf/wqYc72ee+7Z3jJXXfUNAL75zSt6t82YcXd1jLtq64H+16C5jVpprquduJvjabWtWV3d//53+RPtySef6N3W3JZ153vRRecD8IUvnAfAddd9D4Dvfe+7vWXOPPM0XnzxRc4449TebT3t03Ov9dx7PXHU1f3Tn14PwPXX/6hlGYCzz/40Tz/9NGeddUbL/ZrjrLu/6uJuPl7d8euuQXNd3/zm1/nLX/7MN795+YDHa1a33znnnFmd9xkt92su0865lfJ927KdmOr2qYu7eVtdTO3sV3ft2jnfujibt7WzX7vn21zX/LRt3bm125bt3F+jzZjZs4fmP/e5qYbJnJyZFw1QZiXKg/XWwBLAHcChmXlj9f4BwOHAq4D/B3wsM6+phle8parmy5m5R4v6LwMmAHsD9wHdmfnthve3B04CVgP+DnwyM/+veq93mMzc4qw57ruqetcGngN+AOyTmU9ExAnAmpThJrsBM4HPZ+ap1b6LAJ8FdgWeBE4HzqFmmExzOwCXUIbJHAAcU537lcC+mflstc97gVOAVYE7qzb9QYvzuISaoSoRcThwRGauWL0+EtgPWBl4BPhiZh5XvTcOOI5yDZau4ts/M//ZM0yG0nPn/xoO8b/AFo3HjogdgY9Xcd9Oaf9fNezDQw89OTJu/sr48Uswc+bTva+PO+4oAE466bRhiee4447ij397iGfXftfcC8/FYndcAzAodc3v8dd7zfL92rK5zTtd4z3X+CmSpB5jWJhJkUUWedlckwcL09ix43ofxAHGjetikUUW6U101JkwYTmeeeaZAcu0Oq+VVnp174N+nZVWelVbSZGVV35tbzIEYOLEVVlmmfG9D+wAyy67LI8/Puczk0mT3lKbFFl99eh9gAdYbLHF+5zbRhttzNixXb0P9XUWXXQxJk/erjcZAjBlylRuueXW3ofcUvdiPPvsnOTJpptuxs0339znGvQ/11VqkyKbbPLGPjEttdTSPPXUnNHJdXE3H3/11ddg1qwX+8S4+uprDJgU6ak7M/skIZZeehlWXHGlPm25+OKL88wzc9py00034/Wv34gvfnHOg/M666zLn/98e+/rd797Ozbc8L856aRje7cdf/wpnHzy8X0Sds2WXHIpdt559z51r7HGmtx11529r7fZZlsmTlyjT5n99z+I1VcPDj/84N5tm2yyKbfe+us++3V1LdqbDAF45StX4l//+mfv60mT3sIWW2zTL+7777+/z/He/Oa38ItfzLkP99//IH7wg+v6XYOdd969T12HHXYU55zzGZ5//nle9rKXcf75X+Jvf7u3T5k6F130FQ44YK8++/35z7fz2c+e3qfuN73pf/rsd9NNN/Yps/32O/Ctb825v+vOra4tzzzzHCZOXK1P3Y899mifmI466nhOOumYPvssu+z4fnEDfbYdeOCH+8R4/PGnsMoqr5nrfuuvvyG33DLn38WkSW9h44037VNXd/cOXHll3/Ndeull+p3b7Nn02bbvvgdy4YXnDbjfRz5yJJ/5zOl96qk73+bru99+B/ZJOrXTtq2u91prrdOn3EEHfbhPTMcffwqzZ8/udz+vt94GzK+h/Bt8+eWXbtkZYLQlQ34MPAUcTfmL5DRg9cxcOyI2BH4DTAF+T0kOHENJjIwF/kBJGnyprgdBRCwBPEh5aL8gIm4G7s/M91bvr0BJkBwI/Ah4K3ARsE5m3tmUDGkZZ81xe5IMB1f1vg64DPh0Zn6qSoZ8DDgfuIDSw+KU6rh3RMQngZ2BDwD/oSQ4Xkd9MmS5xnYANqQkG6YBhwArAt8BjsrMcyNifUry4QDgl8A21b6bZWa//lHNyZCIGANsAFxF6cGxT0TsWtWxI3A38PbqvN6YmTdHxCeAvSjJkHsoSaUxmblNQzLkFMrQmyspCZVHqzq6MnPXiNiKklA6tGrTfaqv1zbOWzLSkyGHHLIfjz32GKuuutoAey0806ffw1MvdvHM+lMWuK7hToYs/odvstTYWf3asqtrLLNmvTgsMY1E06ffw4QJE/jc575gMkSStNCNGTOGuT2LLLnkUn0SLc2vF6Tu5jJjxoxh5ZVX4e9//9tc65+buriffvrfA8bUKubmurq6yrSPs2bNoquri622ehs33fSzubbL2972Tm644Ud99rvhhh8ya9acxFJXVxdXXHF1n/2mTn1PnzJ18TWfW11brrLKaznrrPP77Hvhhef1iWnRRRfrcx6rrPJa1l57nX5xw+w+23raozGmzTefNNf96s6r1fbGupdbbrl+5waz+2xrvp51+zUfq9X5Nl/f5rrbadtW13urrbada1sC/e7nSy+d0+ttXo2UZMiImUC1cm5ENM8tMTMzV65+/h5wVWb+HXon0PxB9dA9kfJxzb2ZeW9EnEqZWPP5zHw6Il6gDMNpNZRiO0ovjp5//VcBJ0XEKzLzYeDVwCLAPzLzXuD/IuJe4IGaulrGmZnNv+G6KL0WLqxez6iSKes0tgFwWGa+AHwyIg4DNomIv1CSBh9t6B1zWHX8fjLz0cZ2iOidOuTAzLwD+FNEXA+sX20/HLg4M79Svb47It5ISdzsVXcMYGrVmwTKkKOxlAlUP1pt+wfwv5l5Q/X68xFxPLBORNxC6THyscz8fnU+HwT2iojeIV2Z+UxE9PTNfSAzZzWcC8D+wBWZeX5VR09SagKl94wkSZKGWTsfyjY/4LeTCGm37uYys2fPHpRECMxf3K1ibt638UF11qxZ3HjjT3uHCQ3kxhun9e7bs1/zQ39dEmCgxEBdfFDfln//+739yjXHNGvWU/32efjhh/rF3RhXXXz//vdTtec7t/0G2t5Yd/M5151b8/Ws26/5WK3Ot/n6NtfdTtu2ut7N5ZrVXd92/x2OdCMtGXIi8M2mbY19BS8AdoyIN1GGjmxcbR8H/JDSa+B3EXE78F1KL5B2U047A7dkZk9/zKuAU6vtn6P0NvkacG1E3E1JOFySmY/V1DVQnH3usMy8KyKei4hjgHUpSZB1gK83FJtRJUJ6PElJzLwCWJ7S26PHrW2eb6O7G35+HFis+nkt4PUR0Zj4WAS4eYC6rqUkUaD0VHkwM3v7RGbmTyPijVWyai1K75RXUtqm53x+21D+bkrPGJoSHgNZm9Jrp6eOF5mTjBk1xo+fwPjxE4Z9mMxLwexFFmdVh8nMVc8wGUmShoI9Q9qLeW49QyZN2rKtniGTJm3RpwfApElb1vYUaNZOT4l2e4bMLaZ2eoZMmrQl89MzpG6/0dAzpO761vUMmVvbtrrezeXq2hL69wx5KRhpE6g+lJl/bfqaDlD1DLgeOIIyX8enKUNDAKiSHlsDk4DvA9tTEiPrze2gETGBMnnqGyJiVkTMoszzAbBHVf/szNyFktj4KmXujZsjYtumugaMs+bY61fHWhf4OaXHxeVNxeoGEI9p8fN/Wp5oa82DU3vq6wLOoAx16flah5IgauWphmt3b2MiBKBKrNwALE5JOG1FGX4E9ec5P0bDRLaSpFFn4c5BvsgiL1uo9c/N2LHj+rweN66LxRZbfMB9JkxYbq5lWp3XSiu9esD9VlrpVQO+32Pllfs+BEycuCrrrbdhn23LLrtsn9eTJr2FOquv3veDl+Zz22ijjdlkkzcOGM+iiy7G+9+/Q59tU6ZMZeLE/2qqe7E+rzfddLN+16DZyiuvUru9Oaalllp6rnE3H3/11dfoF+Pqq68xYDw9dTc/GC299DL92nLxxfu25aabbsbeex/QZ9s666zb5/W7370dhx3WN1F/+OFHM27cwJ/nLrnkUv3qXmONNfu83mabbfuV2W+/Azn00CP6bNtkk0377feOd7y7z7ZXvnKlPq8nTXpLbdzNx3vzm/veh/vtd2DtNWiu69BDD2fs2PIYN3bsWKZM2bFfmTpTpuzUb7+DDz6sX93Nmstsv33f+7vu3Ora8kMf6l93c0yHHXZ0v33q4m7e1hzj4Ycf3dZ+b3hD338Xkya9pV9d3d39z7fu3Jq37bNP3zap2++QQ/oeq9X5Nl/fffc9oN9+zdq93s3lmmM6/PCja+/nl4KRlgwZyNqURMe2mXlKZl5LWb4VYExEbAYcm5k/z8wjKb0OHqDMLQEDz3i2PeXBfwv6PvifAGwYEXW8uIYAACAASURBVK+PiDUj4jOZeVtmnpCZG1GSF+9rqmvAOGuOvRvwi8zcKTPPz8xbgDValG32cHWOb2jYtmGLsj3mZZ6MBFZrTE5V8Taf87z4IHBKZn4oMy+lnMOKlHlBHgceouEcImKNiHigmu+kXXc11TEmIu6IiLcvQNxSR7nyymv7vW5322CV6bS6R2JMo7XuhRfTNQv1fC+//Nv9trWz32DF9M1vfrfPtm9842ouu+xbA+530UVfmWuZyy//du3xzj33wn7bGp177hfbivvss/uOkz/zzHM5/viT+2y7+OKv9Xl96KEfra3r9NM/02db87kdc8xJHH30cX22Ndfzta9dyS677N5n2447foAzz/xcU91X9nl9xBHH9rsGzXWfffbna+NujunLX+77uVpd3M3HP/30s/rFePrpZ831GhxzzEn95g645JKv92vLr361b1seccSxvP3t72TMmPIn75gxYzjppNP7lNljj/1Yf/0Ne5MtSy65FOuttwHf+EbfOS2aY7r00iv61X3aaWf2KbP//of2K7PNNu9g1VVXY5VVXgOUT9uPPvrj/fbbe+/9+2w777y+Ux4eeuhHa+NuPt5HPvLRfsevuwbNdb3pTf/DlltuzZgxY9hyy22YMGG5fmXqrtuECcv122/zzSf19gbo6urqN3kq0K/MTjvtPtdzq2vL5gk+gX4xrb/+Bv32qYu7edvmm0/qF1M7+x11VN9/F4ce+tF+57vzzv3Pt+7cmre97W3vnOt+b37zpLbOt/n6brvtO+e5bVtd7+Zyb35z/7asu59fCkZaMmSZiHhlzdfSlHkzXqTMSfHaamWXE6v9FgWeAY6LiP0iYiJlDpBVmDPk4ilgzRYP1TsB12fmjZl5e88XcBbwNLB7dfz9IuKEiFg1IrYE1muov8fc4mz2CLBuNXRkjYg4k5LcqCvbRzX/yHnACRGxTUS8AThzLrsN1A7NPgtMiYgPR8TqEbE/ZVLau+ey30AeAbaKYmPgCsrQm57zPRs4sTqftSjnd1tmPlpfXa2zKe2/d0SsTpnAdjngVwPvJklSKwt7ZfqipxfFy1421z8DFoqengmNn7z39I5YfPElAFh22fFA+UO7VZmurkWAufd26ekd0tPjYYUVXlltb69XSI+e3iETJ67au62nd8hGG5XRym960ySgda+QHj09GtZcc63aemBOT4xNN90MmHO9Fl10Tm+Lnt4hU6ZM7d3W86l/T4+L5nqg/zVobqNWmutqJ+7meFpta1ZXd8+D0tJLL9O7rbkt6863p0fBfvsdCNDb6+Ld796ut8xhhx3F2LFj+3wa3dM+Pfdaz73X2Eulue4tt9wGKL07WpUBOPTQI1hiiSV6P22v2685zrr7qy7u5uPVHb/uGjTXNWXKTqy11jpMmbLjgMdrVrdfT2+Bul4hrcq0c26lfN+2bCemun3q4m7eVhdTO/vVXbt2zrcuzuZt7ezX7vk21zU/bVt3bu22ZTv312gz0laT6T/YqTgzMw+PiH0py6UuR+m18GnKErFbZebPI2IX4FjKcqr3A2c0TKK5H2XIx48ys7vhuCtRhmnsmJnN85UQERcBkymJla0oD9ZrUlYwuQg4ITNnN60mM2CcTfUvSVkm9u2UZXVvBP4E7JqZq1eryWydmZs3tdXJmXlRNSznFGBfynwkJwHnUrOaTHM7UJbg/SmwSGbOqt6/hL4rwkwFjgf+C+g57lea663bt0WZNYGLKT1vHga+QZn89vHM3CsiuihztexBmYD1h8BBmflgz2oymXlsRGzRGHtN3LtTluh9FXAbcEhm9klcjfTVZFxad/C4tG57FvY9Z3sPLdt7aNneQ8v2Hnq2+dCyvYeW7T20RspqMiMmGSINNZMhAzMZ0nlMhry02N5Dy/YeWrb30LPNh5btPbRs76E1UpIhI22YjCRJkiRJ0kJlMkSSJEmSJHUUkyGSJEmSJKmjmAyRJEmSJEkdxWSIJEmSJEnqKCZDJEmSJElSRzEZIkmSJEmSOorJEEmSJEmS1FFMhkiSJEmSpI5iMkSSJEmSJHUUkyGSJEmSJKmjdA13AJLqvfWt2wx3COow3nOSJEnqFCZDpBFqiy22Gu4Q1GG85yRJktQpHCYjSZIkSZI6iskQSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdRSTIZIkSZIkqaOYDJEkSZIkSR3FZIgkSZIkSeooJkMkSZIkSVJHMRkiSZIkSZI6iskQSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdRSTIZIkSZIkqaOYDJEkSZIkSR3FZIgkSZIkSeooXcMdgKSRa+zTj7LYHdcMQj2PAAxKXfN3/EeB5Yfl2JIkSZJGHpMhkmpNnLjaoNU1c2b5VTN+/IRBq3PeLD+o5yNJkiRpdDMZIqnWnnvuO9whSJIkSdJC4ZwhkiRJkiSpo5gMkSRJkiRJHcVkiCRJkiRJ6igmQyRJkiRJUkcxGSJJkiRJkjqKyRBJkiRJktRRTIZIkiRJkqSOYjJEkiRJkiR1FJMhkiRJkiSpo5gMkSRJkiRJHcVkiCRJkiRJ6igmQyRJkiRJUkcxGSJJkiRJkjqKyRBJkiRJktRRTIZIkiRJkqSO0jXcAUgaPS6++EJmzLhn2I4/c+ZjAIwfP2FQ6uvqGsusWS8OSl3DaeLE1dhzz32HOwxJkiRp1DAZIqltM2bcw/T8A69Z6oVhOf6jT44DYOl/Tx+U+obnLAbX354aN9whSJIkSaOOyRBJ8+Q1S73AsZs8NSzHPvnWpQCG7fgjUU+bSJIkSWqfc4ZIkiRJkqSOYjJEkiRJkiR1FJMhkiRJkiSpo5gMkSRJkiRJHcVkiCRJkiRJ6igmQyRJkiRJUkcxGSJJkiRJkjqKyRBJkiRJktRRTIZIkiRJkqSOYjJEkiRJkiR1FJMhkiRJkiSpo5gMkSRJkiRJHcVkiCRJkiRJ6igmQyRJkiRJUkcxGSJJkiRJkjqKyRBphJo27QamTbthuMOQ1MH8PSRJkl6quoY7AEn1fvKT6wHYYouthjkSSZ3K30OSJOmlyp4hkiRJkiSpo5gMkSRJkiRJHcVkiCRJkiRJ6igmQyRJkiRJUkcxGSJJkiRJkjqKyRBJkiRJktRRTIZIkiRJkqSOYjJEkiRJkiR1FJMhkiRJkiSpo5gMkSRJkiRJHcVkiCRJkiRJ6igmQyRJkiRJUkcxGSJJkiRJkjpK13AHMJJERBdwFLAHsArwMHAtcGxmPthmHbOBbTLzx/Nw3NWAU4GtgSWA/wd8PjMvaHP/PYCTM3Pldo85HCLi1cDfgO9n5rtr3v8YcDTwaGa+tub9GZTzvGghhypJkiRJegkzGdLXqcA7gQ9SEhKvAT4FXBcRm2Tm7ME+YEQsDvwU+CGwJfAUMAk4NyJelplnD/Yxh9FU4B7g7RGxQmOCKSImAKcA+wHfb7H/GyjtI0kaJt3dk3t/vvLKa2u3DVaZod5vtNY9EmMarXWPxJhGa90jMabRWvdIjGm01j0SYxrMunfY4T288MIsuroW4YorvjPfdTfX0+5+o43JkL72BPbLzOur1/dGxC7A3cAbgV8vhGNuDUyojtuTbLmn6i3yQeCllAzZGfgicAiwC/DZhveWqb7/NDPvq9s5Mx9auOFJkiRJ0uj0wguzAJg16z8jop6Rbszs2YPe2WHUioiHgW8AB2fmCw3b1wamZ+YzETENuCkzj63emwhMB9bIzL9Ww2ROAnYCVga+TUl01PZoiIh3AVcDkzLzFw3bxwPLZeY91evNKL1UNgZmAz8H9srMf/QMkwG+QEk0LAJ8CTg8M2dHxCLAJ6uYVgTuB07rGYZTDT/5BrArMBNYD3h7dR5rA88BPwD2ycwnIuIEYE3KMKLdqn0+n5mnDtC2a1B627wR2At4Y2ZuUL23BaV3TI8Tq+8bAUsDG1Sxf55qmExEjAOOA/auyvwU2D8z/xkRS1MSLdsB4ynX52OZeWVjTA899OSIuvnHj1+CmTOf7n193HFHAXDSSacNV0j9HHfcUbzwj9s4dpPh6aBz8q1LAQzb8Ueik29dinGv3mhE3SetNN/jWrgGo72bfw81fgIkSZJGjnHjunqTGIOpq2uRtpMi7fYOGcq/CZdffukxrd6zZ0hfZ1MSANtFxHXADcAPMvOOeazng8DuwIPAxZSH+F1blP0x8Bfg5xHxG+D66usXmTkToHq4v7aK7wPAq4D/A44BDqjqeTWwLrA5JXnwdUqC4BrgSEpiYPsqpt2BcyLi6sy8v9p/N+BtlEl1VwGuBA4GfgS8DrgM2J+SkAF4P3A+8N9AN/DJqr5WbbUz8C/gFuAVwL4RsUFm/h74ZVXPzcBmwO3A4cC7qxgOpSQ0Gp1ASarsTRl68zngUmAbSiJkLWBb4N/AR4EvRsQ1mflci/hGnJkzH+Oxxx7rfRgZCaZPv4dlafn7RMPg8efH8Pj0e0bUfdJKV9dYZs16cbjD6BiD0d7Tp9/DhAkTBikiSZK0sCyMRAi8tHuHuJpMg8z8BLAjZVjM/1ISCv+MiCPmsapPZOZ1mflbSk+NHaueHnXHfBZ4M3A6pdfGx4Ebgb9ExMZVsSUpPTtOyszpVQ+SK4F1GqqaRem5kZl5BfAHYP3qvduBvTPz11VPk08C44Bo2P+yzPxjlZzoAg7NzAszc0Zm/oiStGk83kzgsOp4nwQeBTYZoE12Ar5bDQX6MfAEJSlDZj4P9AyBebihF80jmXluFdeTPRVFxBjK3CLHZeb3M/NOSgLqlogYC9xE6SXy+8y8CziDMhTpVQPEJ0mSJEnqEPYMaVIlEq6okhdbUx66PxUR/y8zr26zmlsafr6NknhYIyL2om8PkbUz82+Z+ThlFZWjIyKAdwEfAb4XEatl5r8i4hLgwxGxAWXoyvrAbxrqejgzn2h4/TiwWHVO34mIbSLiTMrwlo2qMuMays9oaIO7IuK5iDiG0ttknerr643lG4cSAU9Shuf0ExEbURIvH67qfz4irgV2iYgjMrNVGnNGi+2vAJYHftsQ893Ax6rjXQq8NyL2qc63J6k0jlFk/PgJjB8/YUQNf+gZJqORY9mXzWa5V682ou6TVhwmM7QGc5iMJEnSS409QyoRsV5E9E5WmpkzM/NblKEWt1KGX0CZr6NRXUKpsV9yTxs/T5njYoOGr/sjYp+I2LnhuJmZZ1KGrKwErFstSfsnSnLmt5SkwplNx3yB/sZU53Yy8DVK75GvAJvWlH2254eIWB+4g5II+TllOMrlTeWfb3W8GjtV378XEbMiYhZlZZnlKav3tPJsi+11x250KaV9ZgIXAA5ylyRJkvSSNW7cwunn0NVV+3n3S4LJkDm6gEMiok+ioBrW8ThzhnE8z5yVTwBWq6nr9Q0//3e1z92Z+WBm/rXha1ZV9mMR0Xz3zqy+PwS8D3giM9+ZmWdn5s+r47Y7ecP+wCGZeWRmXk4ZdsMA++9GmbNkp8w8PzNvAdaYh+P1qoa0TKUkYzZo+nqAaqjMvKh60jwEbNhwnDUi4oGIeA1lfpKdM/O4zPw2sFxVzMkuJGkBNE+MduWV19ZuG6wyQ73faK17JMY0WuseiTGN1rpHYkyjte6RGNNorXskxjRYdX/jG1fPtcz81H3FFd+Zr/1GA4fJVDLztoi4BrgqIo6mzNvxckoiYgNgj6roLcAHI+KrlN4YJ9K/t8gnIuJeytCRzwEXtlpNhjIp6m7AdyPiNOBvlAlLjwO+kZn3RsQjwKsjYhvKfCZTKJOW/q7N03sEeFc1QetKVUwAiw5Qft2IeCNlLpD9gTdUsc2r/6FMyHpOZt7e+EZEfAk4PCJePh/1ng2cGBF/B+6rXt8G/JMyaer7I+KflLY8t9qn1flKkiRJ0qjWs6LMgvbmGKx6RjqX1m0QEYsDR1F6MryWsqTsz4Cje1ZJiYjlKCu5bAv8gzJk5dvAmg1L636EMnHq8pQlaw/MzGcGOO5alFVsJlEm+ryfsnrLJzLz2WoZ2XMpk7tCSchcA5wCrFDFe3JmrtxQ5zSqJYAj4s2U4SJrVHV/EXgP8P3M/ES1tO7JmXlRte+S1Tm+vWqDGynDdHbNzNWrpXW3zszNG47Xp46G7RdQlg1unHy1573XUlaCObQ6n8Yligc8RtWT5lRKkuplwA+BgzLzwYh4D2WYzKurOs+kJK2Ozsyv9NTn0rrzzqV1Rx6X1lUrC2NpXbXm/T20bO+hZ5sPLdt7aNneQ2ukLK1rMkQdy2TIvDMZMvKYDFErJkOGlvf30LK9h55tPrRs76Flew+tkZIMcc4QSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdRSTIZIkSZIkqaOYDJEkSZIkSR3FZIgkSZIkSeooJkMkSZIkSVJHMRkiSZIkSZI6iskQSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdZSu4Q5AUr23vnWb4Q5BUofz95AkSXqpMhkijVBbbLHVcIcgqcP5e0iSJL1UOUxGkiRJkiR1FJMhkiRJkiSpo5gMkSRJkiRJHcVkiCRJkiRJ6igmQyRJkiRJUkcxGSJJkiRJkjqKyRBJkiRJktRRTIZIkiRJkqSOYjJEkiRJkiR1FJMhkiRJkiSpo5gMkSRJkiRJHcVkiCRJkiRJ6igmQyRJkiRJUkcxGSJJkiRJkjqKyRBJkiRJktRRuoY7AEmjy9+eGsfJty41LMe+98lxAMN2/JHob0+NY9XhDkKSJEkaZUyGSGrbxImrDevxl5v5GADjxk8YlPq6usYya9aLg1LXcFmV4b8ukiRJ0mhjMkRS2/bcc9/hDmFQjR+/BDNnPj3cYUiSJEkaYs4ZIkmSJEmSOorJEEmSJEmS1FFMhkiSJEmSpI5iMkSSJEmSJHUUkyGSJEmSJKmjmAyRJEmSJEkdxWSIJEmSJEnqKCZDJEmSJElSRzEZIkmSJEmSOorJEEmSJEmS1FFMhkiSJEmSpI5iMkSSJEmSJHUUkyGSJEmSJKmjmAyRJEmSJEkdxWSIJEmSJEnqKF3DHYAkLYiLL76QGTPuma99u7rGMmvWi4McUXtmznwMgPHjJwzL8YdDO+09ceJq7LnnvkMUkSRJkjqVyRBJo9qMGfdw+//7I4wf7kjm0czy7b7n/z68cYwkM4c7AEmSJHUKkyGSRr/x8OIWw9PDY36NnVZGKY62uBemnjaRJEmSFjb/8pQkSZIkSR3FZIgkSZIkSeooJkMkSZIkSVJHMRkiSZIkSZI6iskQSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdRSTIZIkSZIkqaOYDJEkSZIkSR3FZIgkSZIkSeooJkMkSZIkSVJHMRkiSZIkSZI6iskQSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdRSTIdIINW3aDUybdsNwhyFJauLvZ0mSRr+u4Q5AUr2f/OR6ALbYYqthjkSS1Mjfz5IkjX72DJEkSZIkSR3FZIgkSZIkSeooJkMkSZIkSVJHMRkiSZIkSZI6iskQSZIkSZLUUUyGSJIkSZKkjmIyRJIkSZIkdRSTIZIkSZIkqaOYDJEkSZIkSR3FZIgkSZIkSeooJkMkSZIkSVJHMRkiSZIkSZI6ylyTIRExOyK2np/KI+JlEbFfw+tpEXHy/NTVUMdmVUznLEg983nsBY5/KETEfRGxxwDvj42IgyLi9xHx74j4e0R8ISJWXIBj7hER91U/b1Fdo64WZU+IiJvm91iSJEmSJC2I2ofVQbQT8HHgC9Xr9wPPD0KdfwV2iojDMnNB65sXgxH/SHAF8N/AUcDNwErA6cBPImKzzHxiPuu8dvBClCRpdOjuntz785VXXlu7rZ0yQ72fdY+OmEZr3SMxptFa90iMabTWPRJjGq11t9o2mizsZMiYxheZ+eiCVBYR44AdgI8BFwCTgW8vSJ3zYkHjHwkiYhdgO2CdzPxrtfnuiJgMTAc+SEmMzJPMfAZ4ZtAClSRJkiRpIRkze/bsAQtExGxgm8z8cYv3/xf4KPBfwBPAN4GDgc2BnzYUXRW4BLgpM4+NiEuAx4EVKA/n/wA+mZmXDBDLNsAPKT0ZLgWezcz3NLx/CfAI8OqqzunAzpQEyoHAk8ChmXlVVX5l4Fxgm2q/rwHHZebz1TCT/YH7qvcPA3btib/a/2Dgw9U53AwckJl3RsQiwCcpvVhWBO4HTsvMC1qc15rAZ6s2WwS4FdgvM/8cEVsAXwVOAo4DFge+D+xbJSCohiIdCywDnFad67F1bRkR1wOPZOaONe+9Abg3Mx+MiKWrmLYDxldt+bHMvLIqOxs4uWqjP1QxnpyZK1cx/xT4UBXXGOCzmXlKte8JwNuBPwG7AP8CDs7Ma6v3xwDHUBIzSwG/qt6/azDaq8dDDz058M0/xMaPX4KZM5/ufX3ccUcBcNJJpw1XSKPCcccdxe0P/pEXt3hxuEOZJ2OnlVGKoy3uhWnstLGsu8J63vODpPl3igZP4+/nxk/FJEnqZO32DhnKv1GWX37pMa3eW6CeIRGxOXA+5YH2t8AbKA+iPwW+Q3kYPhLYCHiopooPUh6WTwAOAi6IiO8O0ANjZ+CWzHwgIq4GzoqI5TOzse6DKImLjwNfBqZRhnBsChwBXBgRPb1Jvg3cDmwMLE/pbbJItT/AG6tzOQaYSUmG9Jz7XsApwH7ALZQH76urB/UjKUmE7YEHgd2BcyLi6sy8v6kNxwDfBX5Sxb4scB7waeCdVbEVganV61WBrwO/rNrrbcDZwD7AbZQkzKtbtB/A+rTo+ZGZtzS8/CywFrAt8G9KwuuLEXFNZj5XlXkPJSHRRbn2zXau9l8F+HJEPJCZF1XvvZHS9hsB76K03TqZmVU7fADYjZJIOgi4oWrbZxakvQZolxFn5szHeOyxx3r/6Fa96dPvgXHDHYUGxbPlenrPD46urrHMmmWybWGYPv0eJkyYMNxhSJKkBbCgq8k8A+yVmVdl5r2Z+S3gd5QhGM9Ten68mJn/yswXavb/U2Z+qnoAPgZYDFi37kARsSjwPkqSBUoio4vywN3oD5l5btWL4OvAEsCHMvNOSi+QlwOvAN4KrAbsnZl3ZubPKT0qDmqa+POTWTzQdJz9gc9l5ter4SYHA9+j9M64var315l5DyVBMQ6ImlNbArgIODwz787M2yg9aNZpKNNVncMfM/Nq4AfMST7sDVyemV/JzD8DewHP0dp4ynWZm5uA/TPz91VbngFMAF7VUObCqm3+3KKOvTPzd5n5XeAsSpv1+BdVT5rMPAP4OSWhAyXxcmRm/qS6bgcDs4BuFry9JEmSJEkdboF6hmTmbyPimYg4kfIw+npgDeCGNqu4u6GuJyICSs+MOpMpvQC+U5X/Z0T8mtLr4uyGcvc0/PwM8EBmPtvwGmBRSq+H8cDj1XGhDOd4GfDa6vUjmflki3jWpiQ5euJ/HDi8evmdiNgmIs4E1qT0foCaz68z898RcT6wW0Rs0lD+kaaidzf8/ARz2mltSnKgp76HI2JGi5gBHqYkNebmUuC9EbFPFdPGNecw0HGey8w/Nby+jdIzp8cfmia/vQ1YKyKWAlYGLouIxo80FwNeNwjtNWqMHz+B8eMnOGRgLnqGyeglYDFYdYXVvOcHicNkFh57L0mSNPot6DCZtwFXUx6cfwCcSBk20666lVlajenZqfr+p4bkxVhgTESsl5k9T0OzmvZr1Ue4C7iLMkSj2d+r78/WvNej5aoy1fK7+wEXA18BDqBF4qB6+L8FeJSS6Pk65QG/+S+t5uONafEzwH8GiPsWykoydbEcC4zJzE9Qrumbq/gvAP5Jmbuj0UDt09zuY5viqnv/eebckzsCdzSVmTlI7SVJkiRJ6mALOkxmH+DLmblvNRfEXygTqfY8eA7KBJXVZJ6TKUM1Nmj42ozy0Lv7fFSblLksHsnMv1ZDXV4JnEp77XIXsGFDjEtGxL8iYl3KcJBDMvPIzLwcWLIqVvdAvkUVxxaZ+elqotrXtChb53YahoBExDKU4T+tfAXYLiLWaNwYESsAhwIvVnXsDOycmcdl5reB5QY4hzqLR8R/Nbz+b8r90WOdar6UPu9n5kzKPCsrNVyX6ZReOOuz4O0lSdKgaZ4s7sorr63d1k6Zod7PukdHTKO17pEY02iteyTGNFrrHokxjda657bfaNBuz5BNmubRgDIh5SPAZhGxHvACcDRlpZdFqzJPActGxOvoO3xlXr2PMnzlrMz8R+MbEfEtYJeIOHIe6/xRFdNlEXE0c+ai+ENmPtvQ+6SVs4HzIuIPwB8pE6g+QunN8Ajwroj4DaU9Plfts2hNPY9Ux35/VX5rysSg7fZtPg/4cbWizM8ovXMWa1U4M78VEbtX+xxBWYlldeBTlN4fZ1PmHPl3FdM/gddR5ltpdQ51XgQuiYhDKAmyQ4A9Gt5fGTg3Is6lTDS7EWXSU4DPAJ+IiAcoyZ4jKCv6fIgyhGlB2kuSJEmS1OHaXVq3zhsoy+FeQllR5AngOspD6VqZuVVETKAkHV5PGXJxJn2X1u3KzMYVWmqX8Y2I6ygTsfZbv65a0ebnwLspD9W9dUbE3pQlZidWr9ek9E5YJTPvi4hVKYmKt1LmE/k28JHMfLJaWvfkzFy54VjT6Lu07kcpD/njgV9QJgS9OyLeTBlasgZlNZQvUlZe+X41BKX5HI6nTN66GGW52S8C/5+9e4+Porr/P/4OLNeIJnipKJGA6AERvFRbrxGk0WpEq2u4iCKiAioaarBgtYj+tIoSSyqtaLGiFW+orbVeKlosUr+trVrFiscqBKHeJfEC3iL5/TG7y87s2exCLpswr+fjEXHOnjnzOWdmN9nPnJm5Xd4X/37ynmjTyVpbH6vvGztjzGnyHnO7i6RbY/2Zm+4xxcaYzvJuUnq6vFkVH0r6k6QrrLUfxeqcJG9/7S5vZkaVvETLpdba3wX3VfJ4xR5v+4C8p9b8VN7sneuttVWxurPkBGItNAAAIABJREFU3YPkE3k3RV0jbybNk7HXO0q6Qt7NYAvl3ZT3x9ba55tjvOJ4tO62gUfrbjt4tG7z4p4hLcf1+cx4ty7Gu/Ux5q2L8W5djHfraiuP1s2YDAG2VSRDtg0kQ7YdJEOaF3/YtRySIbnHeLc+xrx1Md6ti/FuXW0lGdLUe4YAAAAAAAC0KyRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhArJEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChEsl1AADcjj66NNchAAAc+HwGAKD9IxkCtFFDhw7PdQgAAAc+nwEAaP+4TAYAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACECskQAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhArJEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECoRHIdAAA0WZ3U4Zl2ltut8/5pd3G3pDpJu+Q6CAAAAIQByRAA7Vpxcb+tXjcS6aD6+k3NGE326jrXSpIKCgpzsv1cyDjeuzRtfwIAAADZIhkCoF2bMGHiVq9bUNBddXUbmzEaNIbxBgAAQFvB/GwAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACECskQAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhArJEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACESiTXAQBAW/Db396qmppVuQ6jzaurq5UkFRQUbvG6kUgH1ddvau6QIKm4uJ8mTJiY6zAAAADaDZIhACCppmaV3vrPCu2a60DauI9i/3b637qcxoHN3st1AAAAAO0QyRAAiNlV0tnKy3UYbdptapDEOLUl8X0CAACA7HHPEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACECskQAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhArJEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgRoo5555mk988zTuQ4DAAC0Q/wdAQCNi+Q6AABuf/nLEknS0KHDcxwJAABob/g7AgAax8wQAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhArJEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACESiTXAbgYY2ok9Unz8snW2j+0XjS5Z4z5gaQl1tq8RursLulnksok7SjpTUnzrLW3NlMMnSWdZa29ZSvXHy/pamtt7wz1bpE0UdJB1toXtqD9Bkml1tqntiY+AAAAAEB4tOWZIZWSejl+Hs9lUG2RMWZPSS9I2lXSaEn7SvqFpDnGmKubaTNj5CVbWowxppOkqLxEzplbuHovScuaPSgAAIBtRDRalvhxLUtSefmJikbLNHLkSb71hg8flqh3+eXTFY2WadasSxN1nnjiMUWjZVqyZPOf6g89tFjRaJkefvgBSdKoUT9SNFqm0aNPTlsnm3YkqapqtqLRMlVXXy9Jqq1dr5/9bLpqa9cn6rz88ksqLx+hV175d9oxcdVxtZVpvQUL5isaLdPChZvPG06ffrGi0TJddtm0RNm8eXMVjZZp/vzqtNuaN2+uhg8flqjjan/RojsUjZbp3nvvTNRZvnyZotEyPffcs2n75hrf1atX6YwzylVTs8q57IrT1bZrvWA9174MjpOrHVfcwf66xjKbfXneeWdr+PBhmjLl3LRtu2QzTq7+BvviasdVduWVlysaLdM118zMevuu/rvWC8pm3LJtqy1ry8mQT6217zl+vsp1YG3QfEkrJJ1irf2btXaVtfZ2SRdKmm6MaXQ2RpbSzkppRsdK6izpRkljYsmRrMSOja9bLDIAAIAQ2LTpW0nSt9/Wp62zcuWrkqQVK15JlC1Y8GtJ0i23/CpRtmjRQknSnXfeLkmqr/9GkvTNN1+nrZNNO5L03HPeObBly/4qSVq8+B6tXPkfLV58b6JOVdV12rRpk+bMuTZtX1x1XG1lWu/xxx+RJD3yyB8Tdd5800qSXn99ZaJs6dIlkqQlS55Mu61gHVf7Dz10f2z9+xJ1brqpSpJUXT0nbd9c41tdfYM2btyouXPnOJddcbradq0XrLdo0UJJ/n0ZHCdXO664g/11jWU2+/KDD96TJL377jtp23bJZpxc/Q32xdWOq+yVV16SJL344gtZb9/Vf9d6QdmMW7ZttWVt8jKZbMQupbnaWrsgtjxU0lJJnST1lrRa0kxJF0v6vbV2gjHmBElXSRooqUbSTGvt4tj6z0j6q6Rhkg6WN9NiorX2tdjrO0j6paQfSfpC0h8lVVprP0sT31mSfiJpT0mfSlos6UJrbb0xZqGkTyTtIulESf+T9HNr7cLYuttLukXSCZLekXRbI+PQW9JwScdbazcFXr4n1s8PkurOk1Qq6WNJd8fG4OvYZSznSHpSXhKlXtJ9sfErkXR7rI0GSX0lLZT0qqQfSuomaT9Je0m6XtJ3JTVIelbS2dba/6WLP2CMpOWSHpb0q1j/f5/U11Pl7b9+ktbKG7PkuEqttU8ZY3rJ21c/kNRd0muSKqy1zBwBAAChlDz7I91yhw4dfWUjR56UkhQJrjdr1qU65JAj1dDQIElqaGjQkiWP67PPPm90vdGjT9bIkaf5yq677uqM7Tz88AN68823fGU33HC1XnzxBTU0NGjp0iUqLx+tt99eow0bvHU3bPhcr7zybw0Zsr9vvZdffimlTlHRHlq69ClfW4WFPRtd77rrrvK9vnDhLVq50vrKLrtsmnr18p+fnDv3ev3jH//n29aiRXf66syfX61IpIuv7JJLKnzL9957p3r3LlZ9vbev6uvrdffdd6T07Z133kkZ3/79jdaufVuStHbtGv3tb8/6lmtqVmmHHQp8YzJo0L4pbffosX3Kep988omv3rx5c31xP/zwA3ruued8ZRdffEFKO6+//npK3N265fv6++STj6XsN0kZ9+V5553tW54y5VyNHn2Gr+3nnntWhx12pK/e6tWrMo5Tfn5+Sn+7dOnu68s999yZ0k5Dg1LK7rjjt762fvrTyozbLy39YUr/6+rqUtYrLu7na7u2dn3GcUs3BsG22rq8+M5oS4KJjmzqpEmGPCVpsqSOsbIn5CUoHpN3b43rJR1urX0+lgw5RNKlsXpXSDpUkrHWfmmMeVBS19jrneTNXvjIWht1xHaEpCWSxspLqhws6S5J46y198eSIadJulzeF/8p8hIRu1tr1xtj7paXsDlb0s6S7pD0Hdc9Q4wxx0t6VNJO1tqPGxmvPEnPy0tgzI61e7OkP1trK2PJkFslPSRplqTDJP1GXkLiaUnnSZou6UBJH8bKDpY3m+NLSVbSGknVku6UtJu8BMpT1trzM90zxBjTXV7S5hJr7c3GmOclvWOt/VHs9V0krZN0gbyEzdGSFkgaZK19PZAMeUrS5/L2VZ6k6yT1t9buk7zNDz/8rE0d/AUF3VVXtzGxfNFFk1RbW6u+fdvXh0p7Eol0UH29l0NcvXqVum/coIpWmQTVft0m721zNuPUZlSrQRu756d8ViQf32h5jHfrYrwzW716lQoLC/XLX3qXVQSTEc0pLy9Pyd8pgsvN1W5jIpGI6uvrFYlENHz4sVq+/K+JL+KSlJ+/ne688z7fOuPGjUqpc8QRJXr66Sd9bU2ceH6j6zVFMO4///nRJrWTTn7+dtq4cUPKfurduyjxhdbVTlFRH+2zzyDfmEjy1cnP3049e/b0tVNU1Efr13/c5HEqKuqjdeveTom7Y8eOvhiSy+JjKTVk3Jeu90VwDCKRiO6772FfnalTz0vpb3CcXPsj0zFdVNRHUkNK22vXrkm7Trrt9+q1m9599x1f/197bUVK23Pn/trX1q23/irjuKUbg2Bb6QS/97SknXfukfaP1rY8M2SeMWZuoKwu0w04A6qttW9JkjHmOnkzROJtvmGM+b6kSySVx8r+bK39Raz+ufJmZfzQGLNC0snyEg7rY6+Pk1RjjCmy1q4NbPcLeTMiHootrzHGVEoalFRnhbX2+lhbl8lLiOxrjHlZ0khJP7DWvhh7/WpJN6XpY0Hs308yjMXR8mZUHGKt/VbS68aYCyQ9aYyZHqsTkTTJWvtJ7PUpkg621j5ujPlE0iZr7XuxmCTpcWvt8tjyrpJ+LqnKWtsgaXUsgXRYhrjiTpQ3iyP+SfOQpKuMMTtZaz+StLu8JNT/rLVrJN1ujFkj6X1HW49Ieii+X4wxv5L0hDEmLxYbAAAAmknwy11znWzdknaSz+QvW7ZUX3zh/6Ll+lIeLNuw4XMtW/ZMSlvBL4LNlQhxxd3UdtJxxdzQ4P/S7Wpn7do1+uijD31xutoOtp/py3u2XO00NDSkxJFcljyWmfalS7BtV5+D45bNOMXjbIyrv9mMpWv7yTGme1+42s7mPeCtmzoG7U1bToZcKe/SkmTfbmEbNUn/P1DeTIdkz8l7cknysiTJWvuZMeaN2Hr18mYYvB1LAiTbW94lG0pa9wVjzBfGmCvlJUAGy7uE5Omkam8l1f801m6nWHsdJb2cVPdfjfTxo9i/hfJmbKQzUF7i5JOkPuTJu0dH/Mk9H8USIXGfxmJKpyapD+/FZrz82Bizv6R95F06849G1k92mqR/WmvjF+s9JOnaWPkvJf1b3mU9jxpj3pKX8Fhora11tHWzpNHGmMMkDZB32Y7kjWvjvynakIKCQhUUFOqqq67LdSjbrOSs9MyZM7ThPytyHBGw5baT9J2+/VI+K1rzrAsY79bGeGc2c+aMVttWW5sZUlIyzDkzJCg/f7uMM0NKSoZlXK8pgnEzM8Rva2eGePutIeO+dHHNDEmNa492NzOkpGSYc2ZIUEnJ0KzGzTUG7U1bvoHqh9baNwM/q5NeDx5FrsTOl2n+P65j7CcueMR2lLQp1vYGSfsHfvaS9Pdgo8aYYyW9KO8JJ09IOlXS3wLVXDf7zEvz/9846sa9EIvxe444OhljnjDGHB7rw38D8cfv8xFP5mSKKSgxprFH+66Qd5+OFyT9WFJVI+smx1ko73Kbg40x9caYenn3+ZCk8ZJkrW2w1o6Vl9i4S9JRkp43xhwTaKuDvEuULon16wZJ47KJAwAAIMyC9wzp2DHzedPBg4fonHP8Z40nTbpAY8eOb3S9Tp06p9Q5+OBDM7YzbtxZOuywEl/ZIYccqg4dvK81HTp0UHn5aFVW+pNB06ZdqiBXnfLyMSltZVrv4IO/71seMeJE9e/vP4E6YMBADRtW6is78sijUrYVrFNaeoyOO26Er6xfv/6+5fLyUbrwwkpfWTQ6MqVvrv1UUXGJr+yii6b5lqdOnZYyJhdd5N/WtGmXprQzdeq0lHEK9m3cuLNSxqlPn+KUdlxxB/s7ceL5KWOZzb7cZZddfcu9eu2W0nZFhX9MvLLU/ga3d8op/n0wbtxZKX059dRRKe242h4y5ABfmTEDMm6/ouKSlP672g7KZtwk9xi0N205GZLJ15K2T1rOdGOFlZK+Hyg7VN69LuISd1WK3TC1v6RXYnXyJXWMJ2Zi1W4MxBB3rqQ7rLUTY/c0WSnvRqrZXGRv5SU/Dk4qOyBNXcXuE/K4vBkZwfZPl3ez1Ldj7RZJ+jipD7vKm32RzXGQKS1/srwnAB1vra221j4rb59k0+dT5SVrhsqfrJkl6QBjzGBjzABjzI3W2hettbOstQfKu0HryYG29pF3w9djrLXXWGsflZeUUpaxAAAAbHMefPDRjMuLF//RV3b//Q9nXG/WrGv1wx8er7w878+svLw8lZYep1NOKW90vXvv/X1KnRkzLs/YzkknnarKyum+sksuuVzDhv1AeXl5GjasVIWFPbXffgckZoPk52+XcvNUSc46hYU9U9rKtN6MGTN9r48fP0mzZ9/oK7vmmjmaMmWqr2zq1J+kbCtYZ/LkCp1zzmRf2Q03VPuWR48epyOOKEnMYIhEIjrttDNT+ubaT3379lNR0R6SvDP7hx9+pG+5uLhfypgcfnhJStvBdoqL+6WMU7BvJ510aso43Xjjr1LaccUd7O8xxxyfMpbZ7Mubb/Y/p2LevN+ktB28eaokZ3+D2xs79syU/gb7MmbMuJR2XG1fccXVvrZ+/vOqjNvv27dfSv9dbQdlM27pxqC9acvJkO2NMbs6fnrEXv+npMnGmH2NMUfJe+pJY26UdIoxZqoxZi9jzFRJp8h7akncKGPMeGPMQHlPcFkn7wagK+XN8PidMeb7xpj95N0k9DvW2ncd2/pY0qHGmCHGmEHynrzSS1IXR10fa+2nkn4nqdoYc4gxZpikn2VYrVJewuSh2Dp7GWMukvfkmCtj9854UtIqSYuMMfsZYw6VdwPSTdZa16yZoM8l7WCM2dsY4zpN8LGk3Y0xpcaYfrH7kESz6bO8p8gssdYus9a+Gv+RNFfSRklnSqqTNMkYM8sY0zc2LkPkzUJJVidvpswoY0yf2BNoroy9lk0sAAAAoRWfHdLYrJCBA/eV5M0KiYuf8Z406YJEWXxWx7hxZ0mSIhHv6utOnTqnrZNNO5ISs0NKSo6S5J3NHjhwkO8sdmXlDHXo0ME5K6SxOq62Mq0Xn70xYsSJiTrxWQ8DBgxMlMVnR5SWHpN2W8E6rvbjsw7KyzfPLIjPaIjPZHD1zTW+FRWXqHv37okz+8FlV5yutl3rBeu59mVwnFztuOIO9tc1ltnsy/jskF69dkvbtks24+Tqb7AvrnZcZfHZIQce+N2st+/qv2u9oGzGLdu22rK2/DSZdBcdVVlrpxljiuUlGeKzO66Sd4+R5KfJ7JU0i0PGmHJtfjSrlTQrfpPT2NNkauTNBjlQ0jJ5NxNdE3t9J3lPSjlB3iyJJfIelfueI/5esdiOkHffjcflfakfaK0dHru3RsRae3rSOslPQ+km74apIyWtl5fUuMH1NJmk9Y28mRRHybs3yBvybiB7e1KdvvLuv3G0vJu8/l7SxbH7o4xX4GkvsTFZbq29PHYpy5Py7n9yuLxLYJZbay+P1e0YizP+jvmnpD9JukbeI4RHBdtPGqt1kkbHH3MceH2BvCf/FMl7hPB18u4Dsl5eMmeWtbYhMH4T5SWQesrbzzfIeyLP8NiMFUlt/2ky8Wt9uWdIy3HdM4SnpDSOp8m0PbepQfmDBnPPkBxjvFsX451Zc/8dwZi3Lsa7dTHerautPE2mTSZDciH5i3+uY0HrIBkCkiFbjmRI20MypG1gvFsX450ZyZD2jfFuXYx362oryZC2fJkMAAAAAABAsyMZAgAAAAAAQiXz87JCwlo7NNcxAAAAAACAlsfMEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACESiTXAQBwO/ro0lyHAAAA2in+jgCAxpEMAdqooUOH5zoEAADQTvF3BAA0jstkAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhArJEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACECskQAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhEok1wEAQFvxnqTb1JDrMNq0d2P/Mk5tx3uS9sx1EAAAAO0MyRAAkFRc3C/XIbQLO9XVSpLyCwq3eN1IpIPq6zc1d0iht6c4fgEAALYUyRAAkDRhwsRch7DNKyjorrq6jbkOAwAAAOCeIQAAAAAAIFxIhgAAAAAAgFAhGQIAAAAAAEKFZAgAAAAAAAgVkiEAAAAAACBUSIYAAAAAAIBQIRkCAAAAAABChWQIAAAAAAAIFZIhAAAAAAAgVEiGAAAAAACAUCEZAgAAAAAAQoVkCAAAAAAACBWSIQAAAAAAIFRIhgAAAAAAgFAhGQIAAAAAAEIlkusAAGz7fvvbW1VTs6rJ7dTV1UqSCgoKm9yWJBmzt8aOndAsbQEAAABoP0iGAGhxNTWr9Mbrb6ig+y5Naqdu44eSpK8/zWtyTHUbP1AkwuQ4AAAAIIxIhgBoFQXdd9GwAaOb1MbS1++VpCa3k9wWAAAAgPDhtCgAAAAAAAgVkiEAAAAAACBUSIYAAAAAAIBQIRkCAAAAAABChWQIAAAAAAAIFZIhAAAAAAAgVEiGAAAAAACAUCEZAgAAAAAAQoVkCAAAAAAACBWSIQAAAAAAIFRIhgAAAAAAgFAhGQIAAAAAAEKFZAgAAAAAAAgVkiEAAAAAACBUSIYAAAAAAIBQIRkCtFHPPPO0nnnm6VyHgXaIYwcAAABoXCTXAQBw+8tflkiShg4dnuNI0N5w7AAAAACNY2YIAAAAAAAIFZIhAAAAAAAgVEiGAAAAAACAUCEZAgAAAAAAQoVkCAAAAAAACBWSIQAAAAAAIFRIhgAAAAAAgFAhGQIAAAAAAEKFZAgAAAAAAAgVkiEAAAAAACBUSIYAAAAAAIBQIRkCAAAAAABCJZLrANDyjDERSTMkjZdUJOkjSY9Kutxa+0EzbWOYpA+tta8aY8ZLutpa23sL2+gi6QNJa6y1Q7Zgva3aHgAAAAAgnJgZEg7XShoj6TxJe0saLWmwpMeNMXnNtI2/SNq1iW2USVovaR9jzIFbsN59kg5o4raBbVY0Wpb42ZIyd50TFI2W6dRTR2zhemUaPnxYxjpbF1O87IS0daZMmahotEwVFZO3sm2vbNy4UYpGyzR+/JhEnbFjT1U0WqbTTy9PlJ133tmKRss0Zcq5adtesGC+otEyLVx4S6Js5MiTFI2WadSoH0mSRo36kaLRMo0efXKTxjvb9YLbq6g4X9FomSorpzTa39GjT1Y0WqYxY05JO07z5s1VNFqm+fOr0+6Ta6+9StFomW644eq0602YMFbRaJnOOeeMRJ3p0y9WNFqmyy6blii78srLFY2W6ZprZkqSFi26Q9Fome69985EndNOiyoaLdPYsac2OpaZykaOPEnDhw9L7DfXGLj6G+ybK+7LL5+uaLRMs2ZdmqhTVTVb0WiZqquvT5SNHz9G0WiZJkwYm3acgnUmThyvaLRM5503IVHnnHPOUDRapokTz0yUBccueHxLUmXlRYpGyzR9+lTncuaxTP/+dR27wePbtb1g3NmOZXC/uNoOjuWYMacoGi3TaadFE3Vc2wuOr+vYXb16lc44o1w1Nauc/Ui3XnCcXH3L5rPJ9T688srLNXz4sMRx+cQTjykaLdOSJY8n6jz00GJFo2V6+OEH0pa5+hKs44rb9XmZzf4Nvp+WL1+maLRMzz33bNp2JKm2dr1+9rPpqq1dn7a/wfVc72dX28Ey17jV1q7Xj39ckdi+lHpcvPzySyovH6FXXvl32jrBfqRbLxiTK+7geq62XfvJVS8oOL6uGF37Lth2sP9S6ud8unEKjneQq21XnEHZ7CdX267+BttyrZfNmLi4thfk2pfZ7N+2jGRIOEyQdIW1dom1do219llJYyUdKOn7uQ3N5zRJj0v6h6QzM9RNsNZ+Ya39sMWiApCkwftvw6Ycx+HSkPaVd9/9nyRp3bq1TdrChg2fS5I+++zTRNmXX34hSfrii42Jsg8+eC+23XfStvX4449Ikh555I+Jsm+/rZck1dd/4/v3m2++blLc2Qpub926NZKkmprViTqu/sbrf/31V5Lc47R06RJJ0pIlT0py75N//esfkqS///3/0q73ySd1kuT7w+vNN60k6fXXVybKXnnlJUnSiy++IEl66KH7JUmLF9+XqPPVV1/6+rS1gvtNSh0DV3+DfXPFvXLlq5KkFSteSdR57rllkqRly/6aKItvJz4+rnEK1vn4Y+9X5wcfvJ+oE6//8ccfJcqCY+c6vmtq3pIkvfnmf53LmaV//2bDtb1g3NmOZXC/uNoOjmX82I8fU+m2Fxxf17FbXX2DNm7cqLlz5zj7kW69IFffsvlscr0Pg8flggW/liTdcsuvEnUWLVooSbrzztvTlrn6Eqzjitv1eZnN/g3GfdNNVZKk6uo5advx/v8erVz5Hy1efG/a/gbXc72fXW0Hy4L9j29/xYoVie17MfuPi6qq67Rp0ybNmXNt2jrBfqRbLxiTK+7geq62XfvJVS8oOL6uGF37Lth2sP+S+3PeNU7B8Q5yte2KMyib/eRq29XfYFuu9bIZExfX9oJc+zKb/duW5TU0NO2XD9o+Y8xHku6XdKG19tuk8n0krbbWfmGM6SCpUtJkSbtJel7SRdbal2N1GySVWmufii2PV+zSFGNMjaQ+sWavlFQj6WpJt0i6SFInSbdJmmatdR5wxpge8i6ROVPSnpIulrSbtfab2OudJP1SUlTSdpL+JmmKtdYGL5Mxxpwg6SpJ+0j6StITks611n6avM0PP/ysTR38BQXdVVe3+cvFzJkzJElXXXVdrkJqNjNnztAHb9dp2IDRTWpn6eveB21T24m3tVu/npo58+dNbqutST52ks/2NV2ekr+w5OV1aKNJEb9evXZPfBGVpN69i5qcFJGkHj221zfffOP7A6tbt+7q0WP7xBeOdI47bkTij0ZJGjHiRD322GOJL9UunTp1btGkSCTSyfdlPqi4uK/ee++9lP7W19c3GlePHtvroIO+n/iiIEmhUNNxAAAgAElEQVRdu3bVl19u/tLYu3eRdt11t8SXMEk65JBD1a3bdr71IpGI6us3j1FhYU/tuOPOiS+GkjRgwEB17tw18SVIknbeeRd9+OHmq0LLy0fpj3982PfFtblEIp3UpUuXRDLEpXfvIu211wBf30pLj9H773/oi7tbt2764ovN4z148BD16FGQ+LIoSSUlR+mll17yJZ6CCgt7qr6+vtE6u+zyHX3zzTe+5MmOO+6ko446OvHFyBVTr167qUuXbomEgTcG/v3Uv/9eW5AU2XLFxXv6tt+//14aMuQAX9w9e/bU+vWb+5ZuLDt27OzbL92752vjxg2+tt9///1Gx7JLl67q169/4st5fHvr1q1r9OzpgAEDdc4552vatAsTZcOGlfriKS8fpZde+nfKMd9YUiTet9dftxk/mw466Psp78ONG7/0HZe9e/fWunXrEsuTJ0/RZ599nvhSL0njxp2lb79t8JUNGjRY//nPCl9fOnfu5qtTVFSstWtrfHHn52+f8nnZqVPXwP7dUevXf5xYHjx4iPLyOvri7tOnr9as2ZzYraycodWrV/naKS8fpWOPPUHnn3+2vv76a3Xu3FkjR56mu+7aHOPkyVP0wQcf+NbbY48+evvtNYnl0tJj1KNHQUrb337b4CsLjsm4cWeppORo3/Z//evbVFdX5zsuJk68QLfeujkxc8UV16hHj+19da644mpde+1VvnbefnuNrrrqct96K1a87Itp770H6I03XvfFPXDgYN96F188Q/Pm3ehr+8EH70/ZTyedVJ7Sl8LCnkr2xBOP6Te/2dyXsrIRevTRze1cccU1+vTTT/WLX8xOlFVWztDAgYN8bV966UxdeeXmGKuqbtJPf3qJ73O+a9duuvrq633jNHPmNbruuisbjXH16lW+daqqbtInn3ySMpZDhuzvW+/ll19KqRPcTxdfPF033ri5b1VVN2ndunUp/c3P387X1qRJU3TLLfN86+2wQ4FvTGbMmOlbp6rqJhUX91PQ8uXLUrZ32GFH+urU1q5P2ZeSMu7fdILfe1rSzjv3SHslBMmQEDDG/ExecuB/8mZePC3pCWttXVKdWfIuozlX0n8lTZd0rKS9rbWfZUiG7CwvkTEy1v6pkm6Xl4CZKWl/SfdIOtFa+6c0MZ4p6TeSdpa0u6T/SDrZWvuH2Os/ljRF3iU+tZKul9TLWntoIJa+kl6XdKGkJ+VdFrRI0g3W2uuTt9nWkyEXXTRJtbW16ts39UOrvVm9epU6buqi4waf3aR2mjMZ8viK27Sp41fOXwrt3erVq1RYWKhf/vKWZk6GAABaUlHRHlq79u1ch7FF8vLy1B6/TwSTdnHHHnu8nn76SdXX1zvrtHR/g9sfPvxYvfbaCt9xEYwhP3879ezZ01cnP387ffXVl752li//qy9Rm5+/XaOJ23T1IhHvtpPJbf/5z49m1ZeJE8/31Tn11BMaHc/kfiRvf/jwY3xtd+nS1RdjUVEfrV27JqW94HvMNU7BGKdOPc+3TlFRH61f/3HKWN55532+9caNG5VSJ7ifgsdYUVEfvfvu/1L6G+xf8BgoKuqjffYZlHFM5s79dcqYjBp1Usr27rvvYV+dW2/9Vcq+lBoy7t902koyhMtkQsBa+//kJRHeknSWvMTEu8aYSyQpdt+QCyXNstb+0Vq7Ul5S5BtJ47JoP36JSq21Nv6Oq5c3G8Naa++T9LKk/RppZoykpdbaT6y1r8lLaCRfKlMs6QtJNdbaN+Ulbi5xtBORVGGtvdVaW2OtfVLSU5IGZeoHAABALrW3RIikdpkIkeRMhEjSsmXPJF5z1Wnp/ga3v2zZ0pTjIhjDhg2fp9TZsOHzlHaCiY9sEiGuevX19SltZ9uXoEzjmdyP5O0H2w7G6EqEeOWZxynTOmvXrslqLF11gm0F+7Z27Rpnf4NtBcdt7do1Wz0mru0FufZlNvu3reNpMiERS0jcZ4wpkPQDSZMkXW+MeUPS3yX1lHevjnj9b4wx/5I0cCs3+VHgspRPJHV1VYzNLBku75KauN9LmmaM2cla+5GkeZJOlvSOMWa5pIflzT4J9vO/xpivjDGXSdpXXhJkkLwEULtSUFCogoLCbeoymbaka6d87davaJu+TAYA0L4wM6T1pJsZUlIyNKczQ4LbLykZ1iwzQ0pKhrXYzJCSkmHOmSGuvgRlGs90M0OCbTfXzBBXjMF10s0MccXe1maGuARjiO/fZO592ZBx/7Z1zAzZxhljhhhjEre1ttbWWWsfkHSMpH9JKpWU7qLpjrEfl0yJtG8dZemmKI2MtTfPGFNvjKmXd5lOJ3k3VZW19r/yLnkZKW+Gy2WS/s8Y0y25IWPMfpJek5cIeVbS2ZLa5x19gDbH/xbOy2sfv0J69drdt9y7d1GztNujx/bq2tX3EaRu3bprl10yP1jruONG+JZHjDhRHTs2/rHaqVPnLQ9yC0QinRp9vbi4r7O/meLq0WN7DRtW6ivr2tWfG+/du0gHHeS/n/chhxyasl7wD7TCwp7q39/4ygYMGKghQ/wPGNt55118y+Xlo9SlizM/32SRSCfnH8XJevcuSulbaekxKXF36+Yf78GDh+iww0p8ZSUlR6lHj+0b3V5hYc+MdXbZ5Tsp13rvuONOOuWUkY3G1KvXbiou3tNXFtxP/fvv1ei2myq4/f7990qJu2dPf9/SjWVwv3Tvnp/Sdqax7NKlqwYO3Ddle5mupR8wYKAqKvyTXoPxlJePch7zmZSUHJXVZ5PrfRg8Lnv37u1bnjTpAo0dO95XNm7cWSllgwYN9i2Xl49KqVNUVJwSt+vzMnX/7uhbHjx4SErcffr09S1XVExLaae8fJTKy8eoQwfv91uHDh10+un+GCdNuiBlvT328H/JLC09xtl2sCw4JuPGnZWy/fLy0SnHxbnn+i9FmDbt0pQ606bNSGmnsnJGynrBmPbee0BK3MH1LrpoWkrbrv3k6kvQOef4+1JW5m9n2rRLdeGFlb6yioppKW1Pm+aPcerUaSmf8127dksZp8rKSzPGGFxn6tRpzrEMctUJtnXRRf6+TZ06zdnfYFsTJ16Qsl5wTILrTJ06TS6u7QW59mU2+7etax9/yaIpIpIuMsYcklwYu5HpJ5I+tNZ+IuldJT1ZJnbD0u9Kit+h62tJyb/9m/NGC6dJ+qu8y2j2j/3sJ+nfil0qY4wZJ+lH1trfW2vPkfco3YGShgTaOkPS36y1Y6y1v7bW/lPSXkqfiAG2aQ8++GjKcrZlqXX8t/x54IFHslxv6+o0V9vz5t3qK6uunt8sbS9ceI8WLXrAV3bXXYt18823ZWz7nHMm+8rGj5+k++9/OKVesnvv/X2LjuV99/2h0TpVVfOc/b333t83ut7ChfdoypSpvrJFix70LVdXz9ell870lV1yyeUp6wWvYV6w4HeaPftGX9k118zRFVdc7SubP98/kXD06HG6+25/DM01lvfd94eU68aDdaqr56f0bfLkipS477rLP96zZl2rysrpvrKKip9o4UL/5Mfg9hYs+F3GOjff/FstWPA7X9mtt96hsWP9D3cLxjRv3m9UVfVLX1lwP82ePbdF3+PB7c+ePTcl7t/8xt+3dGMZ3C+/+939vuXZs+dmHMu7735QV18921c2a9a1KeMbXO+aa+aob99+KiraQ5J3FjcYz+jR45zHfKZxqqj4SVafTa73YfC4rK6+RXl53p9VeXl5Ki09TqecUu6rc9JJp6aUBWe6jh49LqXO3Lm/8i1XVPzE+XmZun/v9C3PmnVtStw33jgvkaiLRCI67LAjU9oZPXqcCgt7atiwHygvL0/DhpXq5JPLU/obXO8Xv/Dfh2Hy5Apn28Gy4JicdNKpKdsvLOyZclwce+zxiaRrfv52GjJk/5Q6Q4YckNLOfvsdkLJeMKZrr61KiTu43uGHH5nStms/ufoS9MMfHu8b3wkTJqfEeMQRJSn7Ltj2kCEH+PpfXNwv5XN+0aIHUsZpv/32zxhjcJ3i4n7OsQxy1Qm2dfjhJSltu/obbOuYY45LWS84JvvtlzomLq7tBbn2ZTb7t60jGbKNs9a+KOlPkh4yxpxpjOlrjDnIGHONvKRD/DdjlaRZxpgTjTEDJN0qqZs2X17yT0kXG2P2ij2tZXxgU59LGmSM2WFL4jPG9JF0qKT51tpXk38k/VrSgcaYfSXtIKnaGHOMMaZY3r1PPpf0RqDJjyXta4z5fizWKkkHS+qyJXEBSCf+B0tb/PWRPucZnx3S1Fkh8T9Eks8Mx2dLdOvWPVEWPwPbq9duaduKn0UbMeLERFl8dkh8lkb835aeFRIX3F7v3t7ZzuLizWdUXf2N1+/c2fuodY1T/Ax3aekxktz7JH5W+pBDDk273g47FEiS74+u+Jny5DPk8bPCBx74XUlKnP0sLx+VqBM/axic8bKlgvtNSh0DV3+DfXPFHZ9hMHjw5tx/fEZDSclRibL4duLj4xqnYJ0dd9xZkjcrJC5ef8cdd0qUBcfOdXzHZ2fEZ4EElzNr2jkL1/aCcWc7lsH94mo7OJbxYz/5TLRre8HxdR27FRWXqHv37omzuK5j17VekKtv2Xw2ud6HweMyfjZ/0qTNZ6fjszzGjTsrbZmrL8E6rrhdn5fZ7N9g3PEz4Mlnvl0xlZeP0cCBgxJnul39Da7nej+72g6WucatvHyMBg8e7DvTHjwuKitnxGZEXJq2TrAf6dYLxuSKO7ieq23XfnLVCwqOrytG174Lth3sv+T+nHeNU3C8g1xtu+IMymY/udp29TfYlmu9bMbExbW9INe+zGb/tmU8TSYEYpeSzJA0St4jcL+SNxPj0tjNShV7tO4VkibKSzz8n7wbkb4ae/0ASQvkXX7ygrwkypVJj7O9St4NTW+W9IqSHnUbe/0ZScuttZuf7+SVT5f0E3mP0f0q8Fq+pHfkPWXmJ5J+Lm/mx46SXpVUaa39a+BpMvny7iXyw1g/l0laIel0a23/5Pbb+tNkeLRuKh6tm522euy05p3DwXi3Nsa7dTHerY8xb12Md+tivFtXW3maDDdQDQFr7RfyEh1XNFJnU2N1rLUvybtsJtltSa/PlPcY3biFgfWHpml3tqTZaV7bIC8xEzcj9hOstzC+vdg6I4N1JM1ybQMAAAAAED5tcZ4zAAAAAABAiyEZAgAAAAAAQoVkCAAAAAAACBWSIQAAAAAAIFRIhgAAAAAAgFAhGQIAAAAAAEKFZAgAAAAAAAgVkiEAAAAAACBUSIYAAAAAAIBQIRkCAAAAAABChWQIAAAAAAAIFZIhAAAAAAAgVCK5DgCA29FHl+Y6BLRTHDsAAABA40iGAG3U0KHDcx0C2imOHQAAAKBxXCYDAAAAAABChWQIAAAAAAAIFZIhAAAAAAAgVEiGAAAAAACAUCEZAgAAAAAAQoVkCAAAAAAACBWSIQAAAAAAIFRIhgAAAAAAgFAhGQIAAAAAAEKFZAgAAAAAAAgVkiEAAAAAACBUSIYAAAAAAIBQIRkCAAAAAABChWQIAAAAAAAIFZIhAAAAAAAgVCK5DgBAONRt/EBLX7+3yW1IanI78bZ2U88mtwMAAACg/SEZAqDFFRf3a5Z2Otc1SJIKCgqa3NYuKtCee/ZvcjsAAAAA2h+SIQBa3IQJE3MdglNBQXfV1W3MdRgAAAAAWhn3DAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACECskQAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhArJEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqkVwHAADtxW9/e6tqalblOowWU1dXK0kqKChskfYjkQ6qr9/UIm1vy4qL+2nChIm5DgMAAGCbQjIEALJUU7NK9rVX1aPztvnR+dnX9ZKkjR+9n+NIEBffJwAAAGhe2+Zf9ADQQnp0juh732mZmRO59vz73syQbbV/7VF8nwAAAKB5cc8QAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhArJEAAAAAAAECokQwAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACECskQAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBGhHnnnmaT3zzNO5DgMAACTh9zMAtD+RXAcAIHt/+csSSdLQocNzHAkAAIjj9zMAtD/MDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACECskQAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhArJEAAAAAAAECokQwAAAAAAQKiQDNmGGWPGGGMajDGVTWxnvDFm3Rauc7QxZpkxZoMx5lNjzFJjzNGBOqcaY3bNsr3tjDHjtyQGAAAAAABcSIZs28ZIelPSma25UWPM/pL+JGmxpP0lHSLp75KeMMYcFKvTJ/b6dlk2WynpnOaPFgAAoPm9/PJLKi8foVde+XeirLZ2vX72s+mqrV2fdr158+YqGi3T/PnVkqRotCzxE7dgwXxFo2VauPCWRNnmeidIkioqzlc0WqbKyimJOqtXr9IZZ5SrpmZV2u27YoxGyzR8+DBfDFvD1XawLJsxak6VlRcpGi3T9OlTW2V72fTv5ZdfUmnpcN+xk82+e+ihxYpGy/Twww9Ich8DzaW191NLxjBv3lwNHz4s8Z5rCzEtX75M0WiZnnvu2SbH1FyyOQbbG5Ih2yhjTKGkYyXNkjTYGHNAK27+DEl/sdbeZK39r7X2NWvtpfISIvGERt4Wtrml9QEAAHKmquo6bdq0SXPmXJsoW7z4Hq1c+R8tXnxv2vWWLl0iSVqy5Mm0dR5//BFJ0iOP/NHxaoMkad26NZKkmprViVeqq2/Qxo0bNXfunLRtZxPj1nK1HSxrye271NS8JUl6883/tsr2sumf69jJZt8tWrRQknTnnbdLch8DzaW191NLxpDNe661Y7rppipJUnV1+v3d2rI5BtsbkiHbrlMlfSXpPklvSBoff8EY84wxZp4x5k1jzP+MMTsZYw41xjxrjNkYu7TlCWPM7skNGmOujl3y8o4x5uxGtt0gLwETvARmjKQrYv8f/1T+b/zyF2PMdGPMKmPM18aYd40xV8XKx8fWO9wY0xAr62KMmWuM+dAY87Ex5n5jzHeSYj0/1taXxphXjDEnbMHYAQAAbLWXX35JGzZ8LknasOFzvfLKv1Vbu15Llz6lhoYGLV26xHnmeN68ub7l4EyMaLRMCxbM95UtXHiLs16yysopWr16ldaufVuStHbtGufZXVeMmdrOlqvtYFlNzaqMY9ScKisv8i239OyQbI4B17GTzb576KHFvuXx40/zLTfn7JBs+tHSmiuG4HuuKbNDmium5cuXqb6+XpJUX1/fJmaHZHMMtkeRXAeAFnOapMettfXGmIclnWWMmWat/Sb2+lnyZo58KS9p8qikaknjJO0m6XZJl0k6P1Z/d3mXvBwq6SBJtxpj1lhrn3Js+zZJkyTVGGOelvR0LJaVSXW+J+n5WHsvG2NOlzRN0mhJb0n6oaSbjTF/kpfQ2VfSkZJOiq3/89i6J0jaIG8GzJ+MMd+LxTlXUrmkf0s6XdL9xpjdrLV1WzSKbUxdXa1qa2s1c+aMXIeyTYhEOqi+flPW9VevXiV9m319oKm++naTVq9etVXv+S09vtE0jHframvjvXr1KhUWFiaWq6qu870+Z861OuKIEm3a5MW8adMmLV58ryZOPN9XL36GujHxWSFx7tkhfjU1q1VdfYOvbO7cOZo799e+ssWL70mJsbm4227wlc2de0PGMWpO8VkhcS09O8Q1BsH+uY6dnj17+spc+27RooW+5c8++8S33JyzQ7LpR0trrhiC77klS57U5MkVOY0pPiskrrp6jg477Mitiqm5ZPP50R4xM2QbZIzZTVKJpD/Eih6StJOk45OqPW6tXW6t/ZekfHnJhaustauttX+T9KCkQUn1v5Y03lr7H2vtHZLuljTZtf1Y0uMgSffKu19IlaTXYrNNdopV+zD270fW2i8k/U/SWdbap621Ndba+ZLekzQo9vrnkr6x1r5njOkuaYqkydbaf1hrX5V3ac4gSUdIKpY3O2WNtXaNpGsl/SjWBwAAgBYVP7OfvLxs2TO+s73Lli1t1ZjiZ3U3L69JqdOSMbraDpatXft2TseopWUzvq5jJ5t915pyfSy3lRiCmiumeBvplnOhrR2DzYWZIdum0ZK+lfRYbPkfkt6RdyPVh2NlNfHKsQTDQkk/jt38dB9J+8XWi1ttrf0oaflFpUmGxNq0ksYbYzpKOljeLI3zJf1G0smO+kuNMd83xlwraaCkAyTtKqmjo/l+kjpLetYYk1zeVdLeku6RtFzSS8aYVyX9UdJt1tqN6eJtLwoKClVQUKirrrouc2VkVFDQXXV12R8WM2fO0Dtvvt6CEQF+XTp20G59+23Ve35Lj280DePdutraeAdnb+Xnb+f7Upufv52OOKJETz/9pOrr6xWJRFRSMqxVYywq2sP3haaoqE9KnZKSoSkx/vnPjzbL9l1tSw2+sl69dtO7776TszFqae4x8HMdOz179sy471pTNv0IQwwtFVMkEvElQCKR3H9lz+bzoz1iZsi2aYykTpI+NsbUS/pGUi9JJyTNzPgyXjl2b5AVkn4g6QVJP5Y3myNZcC5qB6WZaWGMmRN/aoy19ltr7d+ttZWSLpFUmmads+VdTtNN3kyW4ZLSPc43/olwlLxLYuI/e0t6IJb0+IG82TGPybt/ykvGmCFp2gMAAGg2lZX+5Mi0aZeqvHyMOnTw/vTu0KGDystHp6w3bJjzzySf444b4VseMeLEjOsUF/dVRcUlvrKpU6el1Msmxq3lajtYNnXqJS22fZfi4j19y/3779Wi28tmfF3HTjb7buzY8b7lHj128C0XF/fdmpCdWvI4ae0Ygu+50tJjch7ThRdW+pYrKlL3d2vL5hhsj0iGbGOMMXvJu0Tlx/InCk6QlyAZ41jtZEmfWmuPt9ZWW2uflTf7IvkJLn2NMcmPwf2epOR7gCQ7Ru7H4NZp8+UxDYHXzpN0jbV2qrX2TkkfSfpOUgzJ9d+SN/NlJ2vtm9baN2Pt3iipjzHmUEmXW2uftdZOlzfT5H1Jx6WJFwAAoNnst98Bys/3/mzKz99OQ4bsr8LCnho27AfKy8vTsGGlKizsmbLelCn+G3g++OCjKcvnnOOfmDt+/CRnvWRVVfPUt28/FRXtIck7q1tc3C9l+64YM7WdLVfbwbLi4n4Zx6g5VVX90rc8e/bcNDWbRzbHgOvYyWbfnXJKuW954cK7fctVVfOaqxtZ9aOlNVcMwffc1t4vpDljOuKIksRskEgkkvP7hUjK6hhsj0iGbHvGyEs6zLfWvpr085ik5+RdKhP0saTdjTGlxph+xpjpkqKSuiTV6SzpDmPMvsaYSfIue7kxTQxXSTrXGHOjMWZ/Y8xexpgxkmZLuj5WJz7/b79YkuVjScON57vybpraKSmGzyX1Msb0tdZ+Ju9ym3nGmKONMQMk3SFpiKT/SvpC0kxjzCRjTLGkEyUVyZv1AgAA0OIqK2eoQ4cOmjbt0kRZefkYDRw4qNEzxvEz1Y2doY7PDnHPCvHOI/Xu7U1jT54RUFFxibp3797oWd1sYtxarraDZS25fZf47JCWnhUSl03/XMdONvsuPjtk3LizJLmPgebS2vupJWPI5j3X2jHFZ4e0hVkhcdkcg+1NXkND8AQ92jNjzEpJf7HWXuB47XRJv5OXeJhvrb08Vt5R0jx59xqRpH9K+pOkayTtImmUpAsl/VXSxNj6P7XWLmokjjJ5l8XsL+9eHq9LqrbW3p5U53Z5T735iaQ/S/ptrP5Hku6XdyPUT6y1Z8eSGkvkPdWmWNJnkm6IxdZVXqLnQmvtG7G2x0q6XFJfefdLmWOt9d3y+MMPP2tTB3821z/Hr0nmniHNY2vvGfK97xRmrtwOPf9+rSRts/1rj55/v1a79R/APUPaAca7dbW18Q7D7+e2NubbOsa7dTHeras1x3vnnXvkpXst93djQbOy1g5s5LW7JN3lKP9W3mUq5wVeis8dXBj7kaSLs4zjUXmP622szlnyHvEbd1gjdWskBVP2U2I/rvqLJKVN1gAAAAAAwovLZAAAAAAAQKiQDAEAAAAAAKFCMgQAAAAAAIQKyRAAAAAAABAqJEMAAAAAAECokAwBAAAAAAChQjIEAAAAAACECskQAAAAAAAQKiRDAAAAAABAqJAMAQAAAAAAoUIyBAAAAAAAhEok1wEAyN7RR5fmOgQAABDA72cAaH9IhgDtyNChw3MdAgAACOD3MwC0P1wmAwAAAAAAQoVkCAAAAAAACBWSIQAAAAAAIFRIhgAAAAAAgFAhGQIAAAAAAEKFZAgAAAAAAAgVkiEAAAAAACBUSIYAAAAAAIBQIRkCAAAAAABChWQIAAAAAAAIFZIhAAAAAAAgVEiGAAAAAACAUCEZAgAAAAAAQoVkCAAAAAAACBWSIQAAAAAAIFQiuQ4AANqTz76u1/Pv1+Y6jBbx2df1krTN9q89iu8TAAAANC+SIQCQpeLifrkOoUXV1XlJkIKCwhZpPxLpoPr6TS3S9rZsWz/uAAAAcoFkCABkacKEibkOoV0rKOiuurqNuQ4DAAAA4J4hAAAAAAAgXEiGAAAAAACAUCEZAgAAAAAAQoVkCAAAAAAACBWSIQAAAAAAIFRIhgAAAAAAgFAhGQIAAAAAAEIl7/+3d+/BVpV1GMe/jIkOeSk1Ey+Zo86TpxolUhExr+V9vIzmhTKnpEyxvA6ZkKDvJiMAAAqWSURBVI6pOJJ3RwWVQScFx1vghTJ1xCAxwQum9BupUQwUFbRMJEVPf7zvjsXm7HNg733O3sf9fGb2nL3Wu9dhrWe/vGudtd71rvb29kavg5mZmZmZmZlZj3HPEDMzMzMzMzNrKT4ZYmZmZmZmZmYtxSdDzMzMzMzMzKylfKbRK2DW6iStA1wLHA38F7giIi5r7Fr1XpKOB24vmz05Ig6XtDVwE7A7MB84MyKmFpbdG7ga2A74C3BSRMzrmTXvfXLdnQ2cHhGP5HkbAWOB/YElwPkRcWthmR2BG4EdgbnAyRHxdKH8u8AlwObAH4FhEfFmz2xRc6uQ9y+Bi8s+enVEnJ7LnfcakrQtcBUwBHgfuBM4LyKW1dqGSDoNGAFsCNwNDI+I93tkw5pUF3mPA4aVLXJGRFyVl3XeVZD0FeA6YBCwGLguIsbkMtfxOusib9fxbiTpZmC7iNgrT1e9T5TUB7iI9H2tDdwCjIiIj3tsg5pcB3k/DHy77GNHRMTvcnnD83bPELPGGwMMBvYDfgKMlHRsY1epV2sD7gP6F14n5kZ1MulAZGfgVuAeSdsASNoKmAL8Fvgm8AYwWZLbyQ5IWheYCHy1rGgCsDHpQPpCYKykwXmZzwJTgZnAQOBPwIOS1s/lpe/lItJB4wbAbd29Lb1BJ3m3Adewcn0flZdx3mtIUl/gftKJ6cHAUOBw4OJa2xBJR5KyPgXYO/+Oy3ts45pQZ3nnj7QB57By/R6Xl3XeVZC0NqldmA/sBJwKjJI01HW8/jrLO3/EdbybSNoX+FFhutZ94hnAiaSLl0cAx5G+O2PVvLM24FhWrt9T8+ebIm/3DDFroNwwDwMOjYjZwGxJlwHDgUkNXbneqw2YExFvFGdK2gcQsEdEvAe8JGk/UsM9kvQ9PF/qlSPph6QDj32AR3pw/ZuepDbgDqBP2fxtgUOB7fOVqxfyiZBTgD8DxwAfAWdFxCeSzgAOzvNvBk4D7omICfn3nQDMl7RdK/fQqZR31gZcU17fM+e95nYhXYHdJSL+A8yVNAq4AniQ2tqQ04FrI2JKLj8ZeETS2fnfakWd5X0WsAMwskL9dt7V2YLUw+DUiPgAmCfpEWBP4HVcx+uts7xvx3W8W+Tj63HAjMLsWveJp5N6u07L5SOA0cClPbNVzaujvCVtQKr/T1Wo302Rt694mjXWjsA6wPTCvOnAzpJ8srI6bUB0MH8Q8Gw+wCuZDuxWKH+iVBARS4FnCuW2wh7Aw6yaza7A62V/SJdnPCMiPgGIiHbSjrPSd/Aa8GoH/06r6TDvfBVXdFzfwXlXI4CDyv6QaCe101W3IZLWIl21faKw7EzSRakB9d6IXqRi3pI2Azai8/rtvNdQRLwSEcdExAeS+kjaHfgW8Ciu43XXWd6u493qYuDx/Cqpep8oaXNgK1bOezqwZe7B0+o6yrsNWEbqFdWRpsjbf2yZNVZ/YElELCvMWwT0Bb5Aukpjqyl3ud4WOETShaQTvncB55OyXli2yCJgy/y+q3LLImJs6b2kYtHqZFx+0LeI1HV4dZZvSZ3kvQ3QDxgmaRKwFBgPXJ4P9pz3GoqItyj0BMvd0YeTulPX0oZ8Dli3WB4RyyUtxnlXyrsNWA78WtKBwNvAlaWriDjvevgn6V79B0jjTVyF63h3Ks97T1zH607SbqRbK75G6mFWUss+sX+eXlhWRi5/rba17r06ybsNeBeYJGkPUkYXRMRDubwp8nbPELPG6ke6V7qoNL1OD6/Lp8H2pJO87wNHke4tHErqcl0p61LOXZVb1ypl2Df3YvB3UF875J8LgENIXUfPY8XBiPOu3RWkq6znUlue/QrTlZa3lfMu1e/ngQNJg+eNlXR0nu+8a3dYfn0DuBLX8e5WnrfreJ0pDTR+C2mg8XfKiutdv1v+eL2LvHcA1iONe3MA8BBwv6Rdc3lT5O2eIWaNtYxV/1OXppf28Lr0ehHxoqRNImJxnvV8/iN8Iml0/A3LFlmHFTlX+i4WY6urUoYfRES7pErlXX0H/r/QgYh4sKy+vyBpE9IAfWPoOk/nXUFuN64ijXdzVG5bllF9G7KsMF1p+ZZVIe+XgIkRsSR/bI6k7YGfknr8Oe8aRcQsAEn9SAMZjsd1vNt0kPcGuI7X26+AlyPirg7KatknFvP+qPAenHelvH8BXBwR7+bp5yUNJD0s4imaJG+fDDFrrAXA5yX1jYgP87zNSGc/l1RezCop/GFYMpf0SK6FpDFaijZjxa1IC/J0eflf672On2KVMuwq49UttzIV6vvm+b3zrkK+VeMWUq+yYyJici5aQPVtSOmPl/+3KXlcqI1x3h3mne/nL98PzgW+k9877ypI2gIYWBp0M3uJdHvu68DXyxZxHa9BF3mvHxFvly3iOl6b44H+kkrjEPUF1srTd1D9PnFBYXpe4T047w7zjoj1SLfJFM1lxX60KfL2bTJmjfUc8CHpkYIlQ4DZEbG8MavUe0k6UtKiPHZIyQBSYzwT2CmPeF0yJM8n/xxS+F398rIzsdU1E9hC0pcL88ozHpyvApeuBg+m8newFfAl/B10SNLPJc0pmz2AFfdEO+/qXE46wDsyIu4tzK+6DcljuDxdLCcN2rcceLbuW9C7dJi3pMslPVD22QHA3/J7512dHYB7JW1amDcQeIs0QKHreH11lve5ruN1txdp7Iqd8usmYFZ+X/U+MSIWkgYCLeY9BFiYB/5sVXtRIW9Jd0u6vuzzndXvhuTtniFmDRQRSyXdClwv6UTSWc+zgR83dMV6r2mkx4+Ok3QJaQyRMfn1OGmU6gmSLiCNsTCIFc9EHw+cI+k84D5gFKkhfrQH179Xi4h/SPoDcJuk4aQDvqHA3vkjd5PGtbg27yCHkboJlx4jfQMwTdIM0k7yamBqRLzcg5vRm/weGC1pNOnK+i7ACODkXO6815CkQaTH+Z0LzMpPeyiZRm1tyPXATfkE1vw8Pb6VH4HZRd5TgMck/Yz0WOMDgBOAfXO5867ONFLPhAmSziINOn4p6WkQruP111nez+E6XlcR8WpxWtI7pFt150l6k9r2iTeQ9rnzgY9Jj3m9uru3qZl1kfcU0vH4dNKJu++RTmiUjlGaIm/3DDFrvDNJjcRjwI3AhRFxZ2NXqXfKtwzsD2xNevzcOFKmoyPiY9LAZZsCs0kHHEdExCt52VeAI4Hvk85qfxE4rPQINlttJ5B64jxFupf0pIh4EiAi/g0cTLoS8wywO+mxmu/l8idJBycjgSeBfwE/6OkN6C0iIoBDgf2AOcBFwIiIuCOXO+81d1T+OZrUFbf46kMNbUhETCJ9RzeQnqAyi5VH3m9FneU9AziOdHHgRdJYOMdFxHRw3tWKiI9IJzmWk9rpsaTxWq6pdT/pzFfVRd7TcB3vMXXYJ44h3WpzT35NBH7TU+vf20TEbaQLvBcCLwAHAftHxN9zeVPk3ae9vb3ev9PMzMzMzMzMrGm5Z4iZmZmZmZmZtRSfDDEzMzMzMzOzluKTIWZmZmZmZmbWUnwyxMzMzMzMzMxaik+GmJmZmZmZmVlL8ckQMzMzMzMzM2spPhliZmZmZmZmZi3FJ0PMzMzMzMzMrKX4ZIiZmZmZmZmZtZT/AQpl7OF8KSioAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,10))\n",
    "plt.title(\"Суммы займов по макрорегионам\", fontsize=18)\n",
    "plt.xticks(np.arange(0, max(df_kiva_loans['loan_amount']+1), 500))\n",
    "plt.tick_params(labelsize=14)\n",
    "\n",
    "sns.boxplot(x='loan_amount', y=\"world_region\", order=regions_list, data=df_kiva_loans_trimmed)\\\n",
    "    .set(ylabel=None, xlabel=None)\n",
    "# plt.legend(loc=1, bbox_to_anchor=(1.15, 1), fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "SryI-T07bznG"
   },
   "source": [
    "Регионы расположены в порядке убывания количества займов (в соответствии с графиком, полученным в п. 2.2.1).\n",
    "\n",
    "Скорее всего, те регионы, в которых медианные значения ниже, в целом беднее и требуют финансирования короткими, небольшими, но частыми займами. Эту ситуацию мы и наблюдаем в регионе **Юго-Восточная Азия**, лидерами в котором являются **Филиппины** и **Камбоджа**.\n",
    "\n",
    "Однако на этом графике мы можем заметить регион, который выбивается из последовательности, — **Южная Азия**, а в частности такие страны, как **Пакистан** и **Индия**. Вполне вероятно, что в этом регионе есть отличная площадка для расширения присутствия и поддержки со стороны сообщества Kiva."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rA_2wKfZbznG"
   },
   "source": [
    "`Вопрос для самостоятельной работы`\n",
    "\n",
    "**Попробуйте найти связь между странами (макрорегионами), полом заёмщика и суммой заявки. Какие выводы можно сделать из этих данных?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "LmqlrAa1bznG"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "73qBdVZpbznI"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "gDLjXm9_bznK"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_yYJagNUbznM"
   },
   "source": [
    "## 2.5. Время ожидания средств\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ISoHb_24bznN"
   },
   "source": [
    "Итак, мы увидели, где Kiva наиболее популярна, типы деятельности и заёмщиков, которые нуждаются в деньгах, а также сколько денег они обычно просят. Отлично!\n",
    "\n",
    "Следующий интересный вопрос, который мы можем задать: как долго им действительно приходится ждать финансирования? К счастью, у нас есть две колонки, которые помогут нам в исследовании:\n",
    "\n",
    "* **posted_time**: соответствует дате + точный час, когда заявка появилась на сайте.\n",
    "* **disbursed_time**: соответствует дате + точный час, когда деньги фактически были получены адресатом.\n",
    "\n",
    "1. Отбрасываем строки с пропущенными значениями для «disbursed_time», получаем столбцы в правильном формате.\n",
    "2. Вычисляем интервал между датами.\n",
    "3. Исключим из рассмотрения заявки, для которых деньги сначала фактически выдаются агентами на местах и только потом публикуются на сайте."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "da7f7262-213f-481e-9d6d-4f1a196b2add",
    "_kg_hide-output": true,
    "_uuid": "4c67e07fa3c0a0806838a34d809a80d135a1e201",
    "id": "Fysqa3SqbznN"
   },
   "outputs": [],
   "source": [
    "# drop na (missing) values\n",
    "df_loans_dates = df_kiva_loans_trimmed.dropna(subset=['disbursed_time', 'funded_time'], how='any', inplace=False)\n",
    "\n",
    "# dates columns:\n",
    "dates = ['posted_time','disbursed_time']\n",
    "\n",
    "# format dates:\n",
    "df_loans_dates[dates] = df_loans_dates[dates].applymap(lambda x : x.split('+')[0])\n",
    "df_loans_dates[dates] = df_loans_dates[dates].apply(pd.to_datetime)\n",
    "\n",
    "# calculate time interval\n",
    "df_loans_dates.loc[:, 'time_funding'] = df_loans_dates['disbursed_time']-df_loans_dates['posted_time']\n",
    "df_loans_dates.loc[:, 'time_funding'] = df_loans_dates['time_funding'] / timedelta(days=1) \n",
    "\n",
    "# remove outliers +-3 sigma\n",
    "dev = (df_loans_dates['time_funding']-df_loans_dates['time_funding'].mean()).abs()\n",
    "std = df_loans_dates['time_funding'].std()\n",
    "# Keep rows where time_funding interval > 0 only\n",
    "df_loans_dates_trimmed = df_loans_dates[~(dev>3*std) & (df_loans_dates.loc[:, 'time_funding']>0)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "z6-JOFCybznQ"
   },
   "source": [
    "### 2.5.1. Количество дней до полного финансирования заявки\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wDODGOcvbznQ"
   },
   "source": [
    "Отлично! Мы получили расчётную величину.\n",
    "Теперь построим график распределения количества дней до полного финансирования заявки:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "bf2b0e3f-02e5-4697-b002-76cd896a9f27",
    "_uuid": "2f48826ca1a9804ba1fd28da4f2ea1547ff731f6",
    "id": "bQgkEs6FbznR",
    "outputId": "6dbc1f58-c35b-442a-88f3-1d690ecf07e6"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Количество дней до полного финансирования заявки\", fontsize=16)\n",
    "plt.xticks(np.arange(0, max(df_loans_dates_trimmed['time_funding']+1), 5))\n",
    "plt.tick_params(labelsize=14)\n",
    "\n",
    "sns.distplot(df_loans_dates_trimmed['time_funding']).set(ylabel=None, xlabel=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gjMWIFTkbznT"
   },
   "source": [
    "БОльшая часть заявок финансируется в течение 10 дней.\n",
    "\n",
    "Однако также очевидно и наличие пиков в районе 27, 35 дней. Это уже может свидетельствовать о том, что часть заявок проходят довольно длительный процесс \n",
    "финансирования."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "uBneIxTZbznU"
   },
   "source": [
    "### 2.5.2. Время ожидания и суммы займов \n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WndlkBnSbznU"
   },
   "source": [
    "Для визуализации зависимости суммы займа и временного интервала финансирования давайте построим **тепловую карту**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "MFzJ7I2YbznV",
    "outputId": "529ed520-29c2-4de9-eeab-3099bbf3308e"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = sns.jointplot(x=\"time_funding\", y=\"loan_amount\", data=df_loans_dates_trimmed, kind='kde', height=10, ratio=7, xlim=[0,40] , ylim=[0,2200])\\\n",
    "        .set_axis_labels(\"Количество дней\", \"Сумма займа\", size=18)\n",
    "\n",
    "# p.ax_joint.set_xticks(np.arange(0, max(df_loans_dates_trimmed['time_funding']+1), 5))\n",
    "# p.ax_joint.set_yticks(np.arange(0, max(df_loans_dates_trimmed['loan_amount']+1), 250))\n",
    "p.ax_joint.tick_params(labelsize=14)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YjZbin_6bznX"
   },
   "source": [
    "На тепловой карте области, выделенные одним цветом, содержат одинаковое количестчо заявок. При этом области с более насыщенными, тёмными цветами содержат бОльшее количество заявок, чем более светлые области.\n",
    "\n",
    "Действительно, возрастающее количество дней, требуемое для финансирования заявки, можно объяснить возрастающей суммой, но только отчасти.\n",
    "\n",
    "Мы также можем видеть наличие большого количества заявок на суммы до **$250** со сроками **20–35** дней.\n",
    "Kiva явно может предпринять что-то, чтобы люди чаще обращали внимание на такие заявки."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Lr0-S0M3bznX"
   },
   "source": [
    "### 2.5.3. Время ожидания и страны\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GlDe-1AlbznX"
   },
   "source": [
    "Давайте попробуем проверить наличие смещения интервалов ожидания по странам, то есть предположение о том, что заявки из ряда стран финансируются необоснованно долго в силу тех или иных причин."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "C1SAa_GpbznX"
   },
   "outputs": [],
   "source": [
    "df_country_median = df_loans_dates_trimmed.groupby(['world_region', 'country'])\\\n",
    "    .agg({'loan_amount' : 'median', 'time_funding' : 'median', 'term_in_months' : 'median'})\\\n",
    "    .reset_index()\n",
    "\n",
    "df_country_median = df_country_median[df_country_median.country.isin(list_countries)].sort_values(by='time_funding')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_cell_guid": "f1a16d12-4d02-4513-87cf-223c6b584520",
    "_kg_hide-input": true,
    "_uuid": "bdb86425e0bbe03c159dca442a2f79fdd61a6e3a",
    "id": "1QnAanylbznZ",
    "outputId": "03068a50-3fe9-404c-9d7a-0f9ab2d8ce40"
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax=plt.subplots(1, 2, sharey=True, figsize=(25,10))\n",
    "\n",
    "sns.barplot(y='country', x='time_funding', data=df_country_median, alpha=0.6, ax=ax[0])\n",
    "ax[0].set_title(\"Медиана количества дней до полного финансирования заявки\", fontsize=20)\n",
    "ax[0].set_xlabel('Количество дней', fontsize=18)\n",
    "ax[0].set_ylabel(None)\n",
    "ax[0].tick_params(labelsize=16)\n",
    "\n",
    "sns.barplot(y='country', x='loan_amount', data=df_country_median, alpha=0.6, ax=ax[1])\n",
    "ax[1].set_title(\"Медиана суммы займа\", fontsize=20)\n",
    "ax[1].set_xlabel('Сумма в долл. США', fontsize=18)\n",
    "ax[1].set_ylabel(None)\n",
    "ax[1].tick_params(labelsize=16)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "o4aNjmnbbzna"
   },
   "source": [
    "Действительно, прямой связи времени ожидания финансирования и суммой займа не наблюдается.\n",
    "\n",
    "В ряде стран с довольно большой медианной суммой займа наблюдаются короткие интервалы на сбор средств:\n",
    "\n",
    "- Либерия: **750** USD — **1** день;\n",
    "- Руанда: **1600** USD — **5** дней;\n",
    "- Индия: **1250** USD — **10** дней.\n",
    "\n",
    "И наоборот, в нескольких странах на сбор относительно небольших сумм требуется длительное время:\n",
    "\n",
    "- Нигерия: **125** USD — **17** дней;\n",
    "- Мали: **250** USD — **22** дня;\n",
    "- Гана: **250** USD — **25** дней.\n",
    "\n",
    "Уверен, что в силах организаторов платформы Kiva и сообщества сглаживать такие явные неравенства."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BTX-qH66bznb"
   },
   "source": [
    "## 2.6. Сумма кредита и время погашения\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gUSD7tAEbznb"
   },
   "source": [
    "У нас есть ещё один интересный разрез датасета — это информация о количестве месяцев, необходимых заёмщикам для погашения своих кредитов.\n",
    "\n",
    "Простое построение среднего/медианного времени погашения по стране может дать некоторую информацию, однако она может ввести в заблуждение.\n",
    "\n",
    "Действительно, скажем, в стране **А** кредиты погашаются в среднем через **12** месяцев, а в стране **В** — через 15 месяцев. Ориентируясь на это, можно сказать, что людям в стране **B** в среднем нужно больше времени, чтобы погасить свои кредиты, по сравнению с людьми в стране **A**. \n",
    "\n",
    "Теперь давайте предположим, что средняя сумма кредитов в стране **A** составляет **500** долларов, тогда как в стране **B** это **800** долларов, тогда это означает, что люди в стране **А** платят **41,66** в месяц, в то время как люди в стране **B** платят **51,33**  в месяц!\n",
    "\n",
    "Поэтому более важно **соотношение суммы кредита и времени погашения**. Оно даёт представление о том, сколько денег в месяц человек в данной стране может позволить себе тратить на погашение кредитов."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8JJfMMImbznb"
   },
   "source": [
    "Теперь рассчитаем сумму ежемесячного платежа в разрезе стран:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "xt_M_JXVbznb"
   },
   "outputs": [],
   "source": [
    "df_country_median = df_country_median.sort_values(by='term_in_months')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "5TLtVdzWbznd"
   },
   "outputs": [],
   "source": [
    "df_country_median['monthly_repayment'] = df_country_median['loan_amount'] / df_country_median['term_in_months']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Bq-zaQYCbzne",
    "outputId": "e2cbe2a2-913c-438d-a8a3-818eb2d92613"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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odKQ/a4N5JqQFAW9sx9qVSgH6ECpt062tzCJ/VkfEk6hZlG+kBqYNM/K9a4HbX0XE3drxH9Hq9HgWdJLZfpA0VXUHCHVn0t8xQCgi+vfpDRA6qH+AUEQcQgUP96FSP/YsiQFCx7Hw51hvgNBfhwwQehWLN0DoU4sxQGhC96h9Vn0beFNELJTRoGXneRFwQi48G/1l1BqNh3YG7ZKZl0TEycCeEfGozPx5Z58zqc/mHWjtragUlk+lZmfecX/bLP69gJ9n5se6dcrMr0bE96l25VqZ+W/q8/nfwCG5cArYD1NtsF497k/1VfzfWDeQel9CtWGWpL3b7wOzk5a09WsdTGV+eCkD+r66WkaCpwHfy05Gg3asj0fEPtQs1PVzjPWTl6LPARflgMHaETHKYO1+LwVmUO/pO96HmXl1RLyXCnbuRrXloWbkvp/6+92z71i7Um2+O2aitv68Q4CbszMbuZnTfjugW4ABQGlFdBrV+bE98HmqIXQdNTp4kF7nzQvGOGb/KN2gUldM1DFUo+MIBnS0tFFBH6DSN0CNSPsJ8L/AA6gPx37DOl66x30A1UjaoR3jdmpU2wVUgGzQcbt6HSL/Hu9czbCOur9RHSCwIC/7tUPK/oXqBFy9U+au1AjvvzMgp3hE7EvNALxf23QNlcbgF1QqpvGus+crA76UfDkzvzugbP/9nxcRnwX2y4XXylnqFvH9M4p9B5zrTODFneDsRMxiwUyPG6gUHb3jrk1dwx7UCMn51MjB71DXNfAaIuJu1Oiub2fmGRExVgDwdGqk2XbUaMkXUO+xs+kbJdiO+x7qHqzeNv+Zarz/gxqFJ0nTlW2uOx93Wba5TqZSIb2Q6hx5OjVq/H1Dyn+11WdHqgNlF2qWxskMDwBCfW6+iApgXUK9fpmZlw1oL/Xs3r8hIi6kMgH8acyrGmxjasQ/7RruSL+2qJ/VbbT48dTaNR+l2gbDjHzvOh1OB7Dg9fw7NUtiLrU+0aK2ySRpueYAIWDpDBBalHv0Nup79LdYkOFuL2pZk6uo78+0eq1Jtbn+BrxtwOf7eu33xiwIvEF9zl5IfT4e07btRn1mnsrCbaegZm6uPOQaegN+Hx0RP6b6js7PBVkAAMjM6/uO+zPqtdqKBYGdQX7Sfu8QEe/OhbNVDPtc3mxAXfvv88bU9V7AnfW2DUu92bVJ+z0sUPh9anDTYxmeuWGpWZzB2kP03tM7R6272dVbl/mOe52Z/4mIQ4EPtffn+u2po6h257ep9lqv/O20zFDt734j6u9uQ2DrVswBWQIMAEororOo2VjPpzqjdgbOzMGpqGDBKKBtMvM74x08Iu5NLT58+UQqFRFPoRpCr8paoLb/+QdRAYibqPznFwC/ysx5bWbTsI6ZYQtO9x7PoO7JhlTnyOnUiKsbI+I+VIqi8fTu0d37n2hpMuZlpdrsWW3IcWZSDU2oDkJYEKzr1+sw6Y7qu5ZqJJwBnBcRm/ZmAUYtHHwC9bq8GvhxVuon2qzBJw05zyD/Q30ZmEHlN38G9QXm9ZnZn0ast+DwKlTKimOokXe/ZEEDeEkYcyHnxXj/jGKT1sm3MtWJ9lZq9ONR1L2ekMw8PGoto42oEYNfiIiHZOafqVFlz6Zey5OoBcl7Mwf7R3l1HUg1EvsbjoPO/78R8Ueqc/ZUqrF4+pDRqMdS13gq9SXx8sz8Z6vPLzAAKGl6s801iW2uzPx3RJwB7B4R/69d8zwWrD2zkDYS/ULq8+/9VCDve5n5lzECeVBr/91EdZj9H5X+7P3jXMfzMvP0Fgxbh7rP76Jmgwxbu2WozJwdtfbhg6nA84cj4qI2q3BRP6v3pDqtnpWZt411DyZ47w4AjqQ6Id8LXJaZf2v1OZsKAErSVOYAoTsfd3EHCC3KPbqcmn3WTXPYGyj7birY19ObFbcefWu/jXMOqPbOMRFx78z8e6vjt1nQ99PTu4YNRjhH7zyjDIh6D9W2+FprF82l1qNcKBCbmb+JiFOp9+Ml7TP5HlQQdsMhx34S4/clrQXcNGgAeAuA38CCAUrjHQfGHiTPiMda4hZ1sPYYeq/PwWOU6X+/nUkN+OqmzN2P+jv9UC68/jUR8WhqsNystulWaqboJVSGBgdkCTAAKK1w2qiQb1CLFD+R+k99rAZZr1PpCdQH1x3ayJbDgEuyFp8FeGb7PWg22DAzqA/Kyxmes3sn6oP8zZnZX6bXUbAoH06PoQItp2Zm/8jmUY/bSyPVW7i660Dg8IjYtjND7vERsVL3w7d1tt2PBWuz9fKPP5UK6NEpuxY10uc3/Z2ILZXoHtQaKidSo7xgQQNgj76UFBO5zp4vZebpnfqsDlxBvY/6A4C9et0G/DYiDqQ6QmexDAOALL33zx0ycx7wp4h4A5UaZdao+7aG13OB/8rMf7S0XZe2dCRHAFtExLeohvslmfmqvv3Xp0aVDbqG+1IdfydMIDXpGcAeEfFkqjNxWCBzD2rU/m7dtCMRsRoV8CUiZvSlJJGkacE2151MRpvrs1RH2w7UZ+i5mflXhjsdeG/7XN4S2H+c+vRe53Op0f0/pwZHfWm8/dq+t1Ofo0dGxETbDg+hOiq/lmUe8JuIOJZaB2kr4CIW7bN6dWog09cz85wRqzTqvduDCsTu2FKY9eozg+r0BDucJE1tDhBaegOERrpHzclU2+AlVBvtbdRn1KPbv2HB7Pfe8b+Xmf3r1Y3ndGpwzPZRaUefRKV37Nc7x0lZa8cNFRG9gOSdBkS159fIlqY1M38SEZtTs+/HXEuRymjwO2oQ0OuAK4GLqZmJDxxQ/oOZ+Ya+c8+m7mnPdcDqsfDyNb2yd6MGyF/N+EYdJD/KsSZqlP6MRR2sPcz1VHtptdY/NKao9OvfpdpwT6IyXmxJDQb4MJXJ69md2bZ3p2a/3oNqQ38L+GVm3hKVon2894qmkZXGLyJpOXQa9aHwIepDZawv9l+hRhW9paV56DoGeD0L0lZC5UW/JDP/MIH6bEN1dr2+dV4M0ktrcJ/uxoh4TKsD1CibiRp23HuyIEXUeMc9HfgP8LrWKO4eY1+qofLDTvn7smDdPCLiLlR+fViwcPTp1MimV0elBOmVXYUKsq1GdWrdSWZeDvw3sGVEPH+c69yLBUHCRbl/UOvXzANWHaFsb0HiRUlvNchd2+9hX5Z6ltb7Z5CgBshM5BqfSI0y7O8Q7aV9uIbK2387sHZE3HGvWwfeR9rDQdewPzWS67AJ1OcMajTZ8dTIxHOHlLuJCjzeMXqwzYTsvUeH1UmSpgvbXOMfd2m2ub5JjeB/SzvvSSMcf2WqPdZLzzWKM6gA54HUGoO/HKf8QloH5zpMrO2wPtWheHTrPO3pth1g0T6r96Du15smUJ9R791Nrdy6fdsPZUG6KtsOkqasFpjpHyA01my97gChhUTEPSPi+Ih4UWfz0h4gdFhm/ldm/qLTllgSA4S+nJmHZuYlWWvcTuS4E7pHEfESagbmCZn5WapPAyow+zYqzeTBEbEJ1Ew1atDzo9r37/5z7BURh7fg5kIy87dUGs4dqUFJt7Bg4PdCRal+jcf3fa73zvGGiDg0Iu7V6vNHYONu30ArtypwZUR8s7P5P8AW7fdzqH6UBw+o682Z+ZbMvH9m3i0zH5SZu9AJ2C6C7uD2fk+hXtv+QeoTPQ5UsGs+4691uCjGyzg1k85g7cy8sBP8W5/hg7XHcjnVXtqk/4mI2Dwijo6I7r14PzWwa/+WAaJX579Tgd1rqPWa12jbn0a19T6Smcdm5uWdWZpLZJC8pg5nAEorpjOpRsdmwBezL2d4Vxv59XIqXdKlEfEVamr9LCpocTHw/vah9kYqmHRe3DkP+B3pDCLiDZnZXUtsDaqxN2eMOn+N+sB6a0RsAPyWWsR2exakALjXGPsP82tqdPRTI+J7VN7wdajG7d2oNdjGPG5m/jMi9qfW3bs0Ik6nOvl2oYJ9z+8bzXcd8K6IeBrVONmGGmV2UmZ+rR3z3xHxUird5oXtvl9JfUg/GvgenZz0A7yD6rw5Omo9us9Rjc2vRMQXqQ7GTanX6+/U4r6j3r8XRMTGVGNgLeq9cG9g9oCyvXz/a1DrGjyLeu99dEDZkUXEC6j6P55ahHy8AODSev8A7BcRf6PeLw9kQequD0zgGCdTKbFeFxGPpd6TvdfnZ8CczLw1Ir5Mva8uag36NamZg+sB/wJm9s8upe79Ib10XyOaQ92vJwCfyIVT2HZ9jursvKS971ehvnAGtd7ButR9HWu2hSRNZba5Fljmba42K+Hz1Gfs9QzucOse/7cR8XPq8+8bmdmfnmuYrwKfaPsdMk5ZWNCWWrXV+9lUp+pxY+61sO9Sn9c7UZ/D36Y6bLangp6ntXKL8lm9BnBcZv5q1MpM4N59jvp7+H5EnEz9fWxNpceaaJtUklZUp1H/f486QOh4aoDQ6X3/Nx9DDQg6orNtUQcIrQFsvYIOEBr5HrUAyHuo7893GiSbmfOjsvpcQn2nn9Wemt3KHx0Rb+x9546IDVkwIHfY5/gZ1KCahwHntNSXa3cLZK0P+T/UOoRvolJ4084xiwrwXNHqDvV5ekirU3cg8eup1/Lctu9dqADz+sCLM/Ostn1IVZe42dQyMEdFxI8y8x/t/Ouy4PUdb4AWmXlFRJwHbB0R+2XmCb3nWvv5ycB3ctHWUh5m1AHnCw3W7gXSRhisPZbZ1HvhAxHxrF7WhDZz7+PUWofntG2Po2Zdnp+ZdxpMkJWq/Z3U38hBwOEM/7t7IAtS0DogS4AzAKUVUhst9O32cNyRze0DZMu2z7OA11KpBt4FbJu1yPD6VIoAqC/x7+j76TUIA1goRQD1YXrgOHX4M7AtlRJrGyol4SOoBvMG1DT/7QaNlBrnuLdTI7FmUyOgXteu9WwquPRN4BER8dBxjvMZai28S6lOqFdQ+b6fk5n9nU2/ozpe1qPyca9C3ZNumgQy88vUiKhvAdtRaTagPrC3yQE51Dv7XkkFCB8O7JeZX6cCgL+lRv/sTXW27d+ODaOvObM79Zoe1uq/JtWofs2Asm9pZQ+kXr8fANtl5k8GlJ2IXal79pdWhzEtrfdPsy91jW+hUoz9Atg1M88e9QDtb2hbKm1r7334AKqxuHUn5cPLqEbbTOrvcDuqQ3gLKt3XaixYsLnn/6gG4shawO/r7eFYaczeRl377dQ9fR71vn8mNaMRFmEtI0maKmxzLXTcyWhzQQ2ygQp83jBCVXtpzkdK49nq9HeqjTPqfr221CHt33+hUq6dMOZeC59zHtV5/D4qfdNrqc6gk4DNOgN/FuWz+h/AO0etS8co9+5jra5XU2nd9qAGx72QBW1d2w6SprruAKEzxxsgRP1/uRY1+OVzEXFMRFxEfT+8Y4BQRHyQGiB0XZuRdscPC9oEG7QAV9dEBwidHBFHRa0Zd1G7FlgCA4TazKb/ptYAfCSjDRAa6R614m+m0ki+MzMHpovMzEupz9OtIqKX2vRo4EdU++WSiDguIj7Vtq1J9bsMW5PvdOq7+oaM/Rl5IPAb6vU8PyLe1wZwf4PK6vPSzmDf91CzxN7W7tv7I+JrVN/MxVS/AVRw8PHAabkgjfwyk5nnU4HRjYDLI+LEqKVOfkItbfPeVmYU+1ID4z8eEd+KiGPbwOj/otpSrxxz7xFFxAYtYNZrU485A7K1L78MPJQarH1MRHyMeg8/k85g7VHrkJnnUW3vLYCfR8QJ7e/751R774TO32sv8PzGMQ75Mepv7aCIuB+Vwncu8OKIOKv9PX+uHX9NagahA7IEwIz5813WR9IdI5LOo4IVc8YoNxuYlZnrL5OKLWciYj6VGmrjya6LJEla8djmmpiIeCU1O2/bzPz2eOUlSVqSWvDtHcDzMvP0zvazqME+O7fBv73tp1MDZh6cmXM723vruD2ZmjU+l5rZ9f6WQWgW1T4YxR8yc/1YsB7fzcAjM7O7Nt/e1Iz7N/ayCUTE46k1Yh9PDWT+AzUL6SgquPAfYP02i24OFYwctgbgGZm5U9u2XjvG06mlKP5EBdaOpAJvOwEPa+k0hxrhHt2v1fPPwKN6A20HvUaDyrYZXQdRg6sfQmVGuBQ4KhesP9y9d/tk5uy27Y/t2u6dtX7wnRgNBbMAACAASURBVO5DK3dP4K3UgJ37U4Nyfgi8q38gdUSsRQX4du2UPQ04tM0yfAI1QOmfwEa92XfDXocx7uscOq9l57021hqAm2TmZZ3te1KDxh9DBTMvAz7Ufe+3cmP2mUXE/anB6M+hMkn8hcrE8O42IGtMw47frTeV2amXdv7zwKv7sizd6TjttTiCet3uQ2VWuIx6X+9BBeAXaotGpQ79F/DdzJw1pL4vogZwPZZKVZvUAO/PZObtLUD9lfZ4785+c+j7++svGxEPoyYOPIUaBHAFlWHindS6nEG9X3vrU2qaMgAoCbAzalQGACVJ0uKwzTW6iLgH1fG1KvDwzPTLqyRpSrJ9IElaGlwDUJIkSZK03IiIrajUVw+m0mPuZfBPkiRJkibGAKCknrnUdPe545Q7nZoGL0mSpImbi22u8fyFWmt5HnBYZp40yfWRJEmSpBWOKUAlSZIkSZIkaZK0Nd32BmZ31w4cUG4nap2+45dNzSRJKzIDgMupG2+8Zf7119882dVY7q255l3xPo3P+zQa79NovE+j8T6Nxvs0muXhPq277t1nLOq+071dszy8fpPFa/fap6PpfP1eu9e+olicdg3YtoEV83VfGrwP3oMe70PxPngPerwPy/YeDGvbrLRMzq4JW2WVlSe7CisE79NovE+j8T6Nxvs0Gu/TaLxPo1nR79OKXv/FNZ2v32ufnqbztcP0vn6vfXqajtc+Ha+5n/egeB+8Bz3eh+J98B70eB+Wj3tgAFCSJEmSJEmSJEmaQlaZ7AposBsuuAhuvm2yq7Gwx2882TWQJEkroOWyXbOk2U6SJGnamBZtm3HccNdVpt49sD0nSZpinAEoSZIkSZIkSZIkTSEGACVJkiRJkiRJkqQpxBSgQ0TEXOBBwLGZeeCA5x8EzG0P183Mq0Y45hzg+szcPiLWB34P7JqZpy6ZWkuSJEmSJEmSJGm6cwbg2OYDzx/y3C6Leey/ApsD31nM40iSJEmSJEmSJEl3cAbg2C4EnhwRm2TmpX3P7QpcDjxmUQ6cmTcDP1zM+kmSJEmSJEmSJEkLMQA4tsuA9YCdgTsCgBHxQOCJwOG0AGBEzABeB7wceDhwKxXge1Nm/rT/wKYAlSRJkiRJkiRJ0tJgCtDxfZk7pwHdBfgR8MfOtgOA9wL/DTwTeC2wITB76VdRkiRJkiRJkiRJKgYAx3cq8MiI2KCzbVfglL5yDwDelZkfzMzvZuZs4P3A4yJizWVTVUmSJEmSJEmSJE13pgAdR2ZeFBFXUGlA3x0R9wc2BXYDtumUez1ARKwLbNB+ntuevitw/bKstyRJkiRJkiRJkqYnZwCOppsGdBfgoszspv8kIjaIiO8BfwfOAfYBbmlPz1hWFZUkSZIkSZIkSdL0ZgBwNKdRqTzXpwKAJ/c9vxJwJnAX4NHA3TNzC+Cry7KSkiRJkiRJkiRJkilAR3Mh8FdgX2Az4IV9z88AHgYclZk/62zfrvO8JEmSJEmSJEmStNQZABxBZt4eEV8BDgAu7k//CcwDrgDeEBFXtscvAbZvz6++zCorSZIkSZIkSZKkac0UoKM7jUrxecqQ558PXE+lB/00FfTbtj23+VKvnSRJkiRJkiRJkoQzAIfKzPX7Hn+HvlSemTkbmN0eXgVsMeBQMzrlZ3X+Pbf/eJIkSZIkSZIkSdLicgagJEmSJEmSJEmSNIU4A3A5tfpTNuWWa26Y7GpIkiQtNts1kiRpKrFtA6vPXH3a3wNJkpZ3zgCUJEmSJEmSJEmSphADgJIkSZIkSZIkSdIUYgBQkiRJkiRJkiRJmkJcA3A59Z8LzmP+LbdNdjUmZMbjnjzZVZAkScuhFbFdsyT9Z9VVJu36bZ9JkrTkTfe2DUxu+2Z5sjzcB9t7kqRhnAEoSZIkSZIkSZIkTSEGACVJkiRJkiRJkqQpZLlKARoROwKvBjYBVgN+A/w3cGJm3jriMQ4HDszMNZdWPdt55gDXZ+b2Y5SZC3wtM1+zNOsiSZIkSZIkSZIk9Sw3MwAj4qPAl4G/AK8Engd8DXg/8KWIWHkSq7eonkfVX5IkSZIkSZIkSVomlosZgBGxFzXzb9/MPLHz1LkR8TPgS8AewEmTUb9FlZmXTnYdJEmSJEmSJEmSNL0sFwFA4CDg8r7gHwCZ+T8R8UTgaoCIWB84BtgKWB34DpXy89eDDhwRM4CXA68DHgb8CfhoZh7fKTMfeBnwHGA74FrgXcBXgROBrdt+r8/MszuHXyki3teOfzsVqHxzZv6nHXcunRSgEbEpcDiwRav774HjMvMTI98pSZIkSZIkSZIkaQyTngI0Iu4LbAScNaxMZh6YmWdFxP2Bi4CHUzMG9wEeDFwQEfcbsvt7gI8DZwA7AqcA74+II/vKfQD4NfBc4AfAR4Bzge8Du1JBwc9HxOqdfZ4BbAm8BHg7sBdwwpDrfCBwHnB9O96OwK+AEyLiMcOuXZIkSZIkSZIkSZqI5WEG4P3b7z+MUPaNwGrA0zPzKoCImAP8Djig/dwhIu4FvAl4X2Ye2jZ/s80KPCgiju8dB7gwMw9u+/0ZeD7wg8x8T9t2ExUQfARwWdvnP8B2mfmvVmY+8JGIeHtmzu2r+6OowOKemXlrK/8jambjlsDlI1y/JEmSJEmSJEmSNKZJnwEIzGu/R6nLlsB5naAd7d/fplKC9tsMWJWa9df1pbZ9s862izr/vrL9vqSz7er2e2Zn23m94F9zJnUdj++vSGaenZnbAitHxGMjYhfgLe3puw6ouyRJkiRJkiRJkjRhy8MMwCva7wcOK9DShF4JrM2C2XddV1Iz7Pqt3Xm+vzzAWp1t1w3Y/4ZhdRpy3H+033dKRxoRKwPHAvtSwcffAue3p2eMcx5JkiRJkiRJkiRpJJM+A7DN4LsU2G6MYucC3wL+CdxnwPPrsWCGXtc/2+/+fdZrvwftMxFr9z3unWfQcd8GvJJaJ3CtzHwE8LrFPL8kSZIkSZIkSZK0kEkPADbHA4+NiJf1PxERLwI2BD4PXABsHRHrdJ5fB9gG+P6A414E3Ars2rd9d+A2Fk77uSi2ioi7dR7vDNwOfG9A2c2BSzLzlMz8T9vWC3o6A1CSJEmSJEmSJElLxPKQAhTgJOA5wIkR8STgDCqQ9kzg1cDJwKeB+wN7A9+KiHdRgbNDgVuoIOJCMvOqiPgQcFBE3Eal3NwSOAg4tm/9vkWxFvCViDiOSkH6buATmfnHAWUvBg6OiNcAPwWeCBwGzAdWX8x6SJIkSZIkSZIkScByEgDMzPkR8ULgO8A+1Ey6VYFfAa8FPpmZ84E/RsRTgWOAz1Kz+OYAu2fmn4Yc/s3U2nz7tn/PBQ4EPrgEqv554Gbgy8CNVBDy7UPKHg3cF3gHcDfg19S17UHNDpQkSZIkSZIkSZIW23IRAATIzNuBT7Sfscr9nJotOOz5w4HD+4773vYzbJ8ZfY+voS8tZ2Ze1t2WmbM6T+8/5Ljrd/59A/CK9tP1mWH1kiRJkiRJkiRJkiZqeVkDUJIkSZIkSZIkSdISsNzMANTC1njK1tx6zQ2TXQ1JkqTFNt3bNWvMXH1aX78kSVPNdG/bgO2bHu+DJGl55gxASZIkSZIkSZIkaQoxAChJkiRJkiRJkiRNIQYAJUmSJEmSJEmSpCnENQCXU9edfyrzbrltsquxTKz8hB0muwqSJGkpmk7tmkGuW3WV6Xv9275gsmsgSdISN93bNjDN2zcdy8N9sF9NkjSMMwAlSZIkSZIkSZKkKcQAoCRJkiRJkiRJkjSFLLMUoBExf5wiWwPnAU/MzEsW8RyHAwdm5pqLsn/nOLOBJ2TmRotzHEmSJEmSJEmSJGlZW5ZrAG4+YNuqwOeB1YHftTK/WIZ1kiRJkiRJkiRJkqaUZRYAzMwf9m+LiI8D/w/YITOvAK5YVvWRJEmSJEmSJEmSpqJlOQNwIRGxG7AfcGxmfi0iZtFJARoRc4DLgJuBlwJ3pWYLHggcBewF3Ah8KDOP6jv2i4EjgXWB7wBvyMzfdJ7fE3gD8Ki26TLg4Mw8v+84B7XzrQacCbwxM/8eEccDO2Xm+p2ylwFrZ+aDOtt+BpyVmW+OiDWAo4HdgLWAH7XjXboIt0+SJEmSJEmSJEkaaKXJOGlEPBg4EbgIOGSMoi8FNgReCBxLBQwvBe4B7A6cC7wnIrrpRVcHjgEOA14MPAL4ZkTcpZ17F+Ak4OvAs4F9gJnA/0TEqp3jbAC8Eti//WwDnNaeOwd4UEQ8pB1zbeDRwAMj4oFt2/2oAOPZETED+CrwAuBQYFfgJmBORDx0pJsmSZIkSZIkSZIkjWCZzwBsgbgvAvOB3TPz1jGKzwN2y8wbgXMjYl8qaLlPZt7eZgm+EHgS8IO2zwzgRZn57Xa+XwI/pYJvJwEPAz6amYd36nQL8GUqWPizzvmfk5m/amWuAs6KiKcCc6jZh1tTaxduBfwJWAN4KjVT8RnAv4EL2r+fBjw9M89txzsH+DnwNirQKUmSJEmSJEmSJC22yZgBeCQVsHtpZs4dp+zlLfjX83fgx5l5O0Bm3gxcT83g67m2F/xrZX5OBek2bY+PzszXRsTMiNgsIl4CvKgVv2vnOD/rBf+ac4BbgU0z8ybgu1RQD2AWcD6V1vMpbdszgHNbgHNr4AbguxGxSkT0Aq/fpGYWSpIkSZIkSZIkSUvEMp0BGBHPAA4CPpyZXxlhl+sGbLthnH2uHLDtH8D9Wh3WAz4JPAu4hZqFN7eVmzHsOJk5PyKu7h0HOBs4uP17FvAx4F7Ani3l57YsSG96Lyo16S0D6jbWDEhJkiRJkiRJkiRpQpbZDMCIuA/wWeDHwIFL8VRrD9h2H+Dq9u8vAA8HNgfWzMzHUwHBMY8TESsB63SOcw5w34h4ErX+3/nUrMANqVl961JBQoBrqdmLTxzws8WEr1CSJEmSJEmSJEkaYpkEANuMuM8Cq1Hr/g2aCbekrBsRj+uc+3HAg6l1+6ACf1/KzB9l5m1t23btd3cG4MYtaNmzIzVjcg5ASw/6O+CtwFWZ+UvgYuAm4J3ATzLzL23fC6iA4PWZeUnvB9iTBelHJUmSJEmSJEmSpMW2rFKAvo5aE+8oKkC37oAyg7YtipuBL0bEwcCqwHuBnwCntucvBvaOiMuBfwHPA17Vnlu9c5x5wJkRcTiwHvA+4OzMvLBT5hzg1cBpAJl5a0T8kFrz76hOuTPbec+KiCOAK4Cdgf2B/ZbANUuSJEmSJEmSJEnAsksBukn7fQjwgyE/ayyhc80FjgM+SqX2/BHwjM6sw32AXwCfBr4EPJJaw+8/1OzAnu8CXwdOasc7Bdi171y9FJ/n9+0HcFZvQ2bOA54JfAs4pj23JbBPZn5ika5SkiRJkiRJkiRJGmCZzADMzL2BvUcoOruzz6wBx9l4wLaZnX8fDhzeHg4MrGXmb6lgXL81++rbc8Swymbm11g4bSiZecSgfTLzGmDf9iNJkiRJkiRJkiQtFctqBqAkSZIkSZIkSZKkZWBZrQGoCbr7lrtwzTU3THY1JEmSFtt0b9fcfebq0/r6JUmaaqZ72wZs3/R4HyRJyzNnAEqSJEmSJEmSJElTiAFASZIkSZIkSZIkaQoxAChJkiRJkiRJkiRNIa4BuJz6x/kf5+ZbbpvsaiwTaz7hZZNdBUmStBRNp3bNILeuusq0vX6v3Wufjqbz9S+La/f7o5YH071tA9P7/7ou74P3oMf7ULwP3oMe7wPM3Pa1k10FZwBKkiRJkiRJkiRJU4kBQEmSJEmSJEmSJGkKMQAoSZIkSZIkSZIkTSErxBqAETEH2Kpv8zzgX8CFwFsy85fLul5jiYi5wNcy8zWTXBVJkiRJkiRJkiRNIyvSDMDvA5t3frYB3gU8BfhmRNxtEusmSZIkSZIkSZIkLRdWiBmAzTWZ+cO+bd+NiBuBE4GnAWct+2pJkiRJkiRJkiRJy48VKQA4zL/b75kRMR94cGbOBYiI44HXAw/JzN+3bR8BNs3MTSNiLWoW4U7AfYFrqSDi6zPzmlZ+PrAPsB3wHOBm4HPAgZl5WyuzHvBh4BnA9cAh/ZWMiACOBGYB9wD+AnwSODIz5y/B+yFJkiRJkiRJkqRpbEUKAM6IiG597wY8AXg3cAVwJnArNRPwU63MrPb7qcDv27+fAXyx/fsLwEbAwcBfgSdRQbqrgAM65zoeOIkKFG4JHAYk8PGIWBn4BrAW8EpgBnAU8P96O0fEmsAc4BfAS1o9Xwi8E7is1V2SJEmSJEmSJElabCtSAPDZVOCs60bgXOBNmXldRHwf2Br4VESsDTwauJQKAH42Ih4EPBw4q60ZuCqwX2ae0443JyK2ALbqO8+Fmfna9u9vR8RzW30+Ts0KfAyweS9FaUT8Cvjfzv4B/AbYPTP/0cp8G3heO5cBQEmSJEmSJEmSJC0RK1IA8ALgje3fGwHHUsG/vTLz5rb9HKAXqNuKSrP5ReClbdszqdl9F2fm7dRsQCJifeAR7bgbAjf1nbt/7cE/AWu2fz8Z+Fd3fcLM/HFEzO08/l/gqRFxl4jYsJ1rE+AuwF1HvQGSJEmSJEmSJEnSeFakAOC1mXlJ+/clEXEFFQC8GdirbT8bODoiHkGl//weFTg8JiLWoQJ+57TgHxGxA/AB4CFUYPAS4AZg5b5z39D3+HZgpfbvtdu+/f7WfRARbwXeTK3/9wfgQmpG44wRrl2SJEmSJEmSJEkayUrjF1k+ZeZ3gE8CL24pOcnMy6lZf1tTa/Wdz4Kg3ixqfcCzASLi4cApwLeBB2Tmupn5LGptv4m4Grj3gO336v0jIvai1hY8GJiZmetn5h7cOaWpJEmSJEmSJEmStFhW2ABgcwhwLXBcRKzatp0DPJdal+/8zLwV+AHwJmr23TdaucdRawAenZl/AoiINYCnMLFZeecB94iIp/U2tBmID+2U2Rz4U2aekJnXtjKPA9ad4LkkSZIkSZIkSZKkMa3QAcDMvAp4D/Aw4HVt8znAc4B/Ab9o286ngnA/ysyr27ZLgXnAeyPiaRGxGxXMWw9YfQLV+FY7/ucj4sUR8XzgdOCWTpmLgQdExGERsVVE7Ad8HZg/wXNJkiRJkiRJkiRJY1qhA4DNB4G5wKERsS4VkJsHfC8z57cy322/z+rtlJm/otYOfEzbfgyVLvTVwAMj4n6jnLydYwcq8Pgh4ARgNvCTTrHZ7fj7tXO9FngflcJ0swlcqyRJkiRJkiRJkjSmVSa7AqPIzFljPHcz8OC+zav0lfkuA1JtZuYXgC8MOOwJnTKD9tup7/G1wD7tp+eYzvO3A29pP5IkSZIkSZIkSdJSs0IEAKejdbd8Fddcc8NkV0OSJGmxTfd2zcyZq0/b6/favfbpaDpf/3S+dk0v071tA/6993gfvAc93ofiffAe9Hgflg9TIQWoJEmSJEmSJEmSpMYAoCRJkiRJkiRJkjSFGACUJEmSJEmSJEmSphDXAFxOzf3+x7jlltsmuxrLxL03eflkV0GSJC1F06ldM8g1q66yTK/ftpUkSUvXdG/bwLJv3ywrtqMkSVOJMwAlSZIkSZIkSZKkKcQAoCRJkiRJkiRJkjSFGACUJEmSJEmSJEmSppBx1wCMiLnAg4BjM/PAAc8/CJjbHq6bmVctwfotURExG3hCZm40Rpk5wPWZuf2yqpckSZIkSZIkSZK0pIw6A3A+8Pwhz+2yhOqyvHg1cMBkV0KSJEmSJEmSJElaFKMGAC8EHhwRmwx4blfg8iVXpcmVmf+XmTnZ9ZAkSZIkSZIkSZIWxbgpQJvLgPWAnYFLexsj4oHAE4HDgcd0tj8PeCuwIfBPYDbwzsy8NSJmAecNOc8RmXl4RNwFOBR4IZV+9Ia2z+sz84/tHHOBjwMPA3YDbgU+ChzXfu8EXA28IzNnd08SEQcBBwKrAWcCb8zMv7fn5tBJARoRjwQ+CGwB/A14M3AMcEJmvj8i9gY+TSf9aUTMBP4F7NM7d0Q8DHg/sA0wr3Pe5TZlqiRJkiRJkiRJklY8o84ABPgyd04DugvwI+CPvQ0R8cpW9mLgecCHqWDbp1uRHwOb9/2cCfwHOKWV+QDwWuBo4BnA26jA2fF9538bsHI7z8nAYcBFVKBuF+AXwIktUNmzAfBKYP/2sw1w2qALjoi1gTnAfYA9gfcBn6CCoSOLiPsAF1DBzL2A/dp1fzMiVp3IsSRJkiRJkiRJkqSxjDoDEOBU4KCI2CAzf9m27UoF3npWAo4EvpSZr27bvhkR1wInRMQxmXk58MPeDhGxM7A98KLM/HnbvC5wYGZ+qj3+bkQEFYTr+jPwssycHxE/APYF/pyZB7Zj/xr4DfA44IrOfs/JzF+1MlcBZ0XEUzPze33H3we4J7BpZv6hlb8W+OL4t2shbwDuBjy9M0vwR8CvgRcAn53g8SRJkiRJkiRJkqSBRp4BmJkXUUG0nQEi4v7AplRgsOeRVPDulL7dewGzLbsbI2IjKj3oxzLzC51z7Z6Zn4qI+0XE0yJif+ApwF37jntRZs5v+9wIXAdc0nn+6vZ7Zmfbz3rBv+YcKn3opgMue/NW/g+dbacAtw0oO5atgR8A10TEKhGxCjVr8v+oGYiSJEmSJEmSJEnSEjGRFKCwcBrQXagA3B87z89rv6/s7pSZ/wZuAtbqbWvpNU8Hfg68qVs+IraIiJ9QM/y+3M51IzCjrz7XDajjDeNcQ3/d5lOBwvsNKDsT+Edf+Xn9xxjBvYDtqEBj9+fRwH0neCxJkiRJkiRJkiRpqImkAIVaK+8NEbE+FZQ7ue/5XkDxPt2NETGTSoF5dXu8EjUr8B7A1pl5S6fsPYCvUWvm7ZyZv2nbjwE2nmB9B1m7r24rAeuwYLZg11XUrMaxjjG//e4GU9fsK38tcDa1RmG/QUFMSZIkSZIkSZIkaZFMdAbghcBfqbX2NmPh9J8ASQXNdu3bvnv7/f32+yjg6cAefTMIATagAmzHd4J/K7Xy/TMAF8XGEdENUO5IBULnDCg7B9goIh7e2xARs4DVO2X+3X53ZxA+te84F1DX9dPMvCQzLwF+BhxOpTaVJEmSJEmSJEmSlogJzQDMzNsj4ivAAcDFA4J384AjgA9HxD+BM4DHtG2nZObPImIX4M3AicDVEbFZZ/9/A7+kZsW9PSJWBlYD9gceC8yPiBm9df8W0TzgzIg4HFgPeB9wdmZeOKDsZ4HXA1+LiLcBq1LBy67zqPSmH4yII4EHAm8Hbu6UOQ7YCzg7Ij5Ipf88gFpj8NDFuBZJkiRJkiRJkiRpIROdAQiVBvQuwCmDnszMjwAvA7YGzgReAxwL7NmKbN9+vxL4X+AHnZ+PZea1wM7ULMCvAh9lwazClYAnLUKdu74LfB04iQrMncKdZyz2ruVGYBvgp8BngKPpC9hl5jXAbsC6VOrS/YEXA9d3ylxBzfS7Afgc8KV2Ldtm5mWLeT2SJEmSJEmSJEnSHcadAZiZ6/c9/g59qTgzczYwu/P4U8Cnhhxvb2Dvcc75LQav9zejU2b9/iczc2bf42v69ume94gh557V9/iv1HqHd4iIz/aVOZMKdnat01fm/1gQ/JQkSZIkSZIkSZKWigmlANWys/6TX80119ww2dWQJElabNO9XTNz5urT+volSZpqpnvbBmzfSJK0IliUFKCSJEmSJEmSJEmSllPOAFwEmTlj/FKSJEmSJEmSJEnSsucMQEmSJEmSJEmSJGkKMQAoSZIkSZIkSZIkTSGmAF1O/fIHH+GWW26b7GosFx742FdOdhUkSdJimO7tmr+tusrA67eNI0nSimm6t21gePtmFLaBJElaNpwBKEmSJEmSJEmSJE0hBgAlSZIkSZIkSZKkKWTapgCNiNnAS8YpdkRmHr70ayNJkv4/e/ced9lYPn78M0yjxqhHjHRChWtSSUUZlUN8kVMhSSoUKeV8jGJyipJIpCiT+kp8qZxmKDmEHMbZNy70S/gSBjMOkxnD/P5Y92bZ9jPzHOd5Zu/P+/Xar7X3fd/rXte9/phneV2ue0mSJEmSJEkaGB2bAAQOA06u/T4duKe0Nzw4XyOSJEmSJEmSJEmS+qljE4CZ+Q/gH43fETEDeCwzrx26qCRJkiRJkiRJkqT+6dgEYE9FxGLABGALYGngVuDbmfnn2ph3AscDawNPAccAnwLuzcwdy5ilgO8BGwKLA9cA+2XmTfNrLZIkSZIkSZIkSWp/Cw11AMNZRCwMXAJ8ETiSKgn4EDA5ItYtY0YDfwGWp3qn4P7A3sDqtXleT5XwWxvYF/gcMAq4MiLeM5+WI0mSJEmSJEmSpA5gBeDcbUaVyFsvMy8FiIjJwPVUCcGPUCX93gqsmJn/LGPuAepbiX4FWA5YKTPvLmMuoXrn4MHA1vNjMZIkSZIkSZIkSWp/VgDO3ZrAk43kH0BmzgHOBFaLiNdRVfXd2kj+lTHXAQ80zXNbI/lXxjwH/AFYa1BXIEmSJEmSJEmSpI5iAnDuFgceadH+CDACWAxYEnismzE9mef1/YxRkiRJkiRJkiRJeokJwLl7AnhTi/algTnAk1TvBBzbYky9bW7zPN7PGCVJkiRJkiRJkqSXmACcu6uAxSNi3ab2zwLXZ+bzwJXA+yNimUZnRLwfWLZpnpUjYsXamEWATwFXD1bwkiRJkiRJkiRJ6jwjhzqAYe48YArw24g4CHgQ+ArwIWDjMuZ04EDgwog4BBgFHAG8WD4AvwB2AyZFxHeAp4G9qLYPPXL+LEWSJEmSJEmSJEmdwArAucjM2cAGwB+pEnXnAG8GPpmZk8uYmcD6VFuB/gb4IXAs8DDwTBkzHVgTuBE4CTgDeB74eGbeNh+XJEmSJEmSJEmSpDZnBWCRmat00/4EsFP5vErZ7nOZzNyg1tYF/Ai4tzbP/VRbh0qSJEmSJEmSJEmDxgRg/y0OnBcRhwGXAl1U23tOA84aysAkSZIkSZIkSZLUeUwA9lNmXh4RUGDOiQAAIABJREFU21El/fYGZgJXAh/LzKl9nXfc+G8ybdqMAYpSkiRp6HT6c01X1+iOXr8kSe2m059twOcbSZIWBCYAB0Bmng6cPtRxSJIkSZIkSZIkSQsNdQCSJEmSJEmSJEmSBo4JQEmSJEmSJEmSJKmNuAXoMHXLtScwa9bsoQ5jWFhx5Z2HOgRJktQPnf5cM2rUyI5dv2t37f3lfwtIGo46/dkGOvvvXJ33wXvQ0E73wecvqX1YAShJkiRJkiRJkiS1EROAkiRJkiRJkiRJUhvp0RagEbEusB/wYeB1wH3AOcBRmfl0GbM9cBowNjOnDkawvRURE4FVM/O9Qx2LJEmSJEmSJEmSND/MswIwIjYCLgEeAL4IbAScAuwMXBwRC5ehFwLjgWmDE6okSZIkSZIkSZKkeelJBeC+wCWZuWOt7S8RcRdwAbABcFFmPgY8NggxSpIkSZIkSZIkSeqhniQAlwIebNF+CXBQo6/VFqARsQ1wILAC8H/AcZl5QmOCiJhT5tgWWJqqqnAToAuYUb5flJmfi4gADgfWBt4APAT8Ajg8M+f0ZtHNImI3YFdgGeBe4NDM/F2tfwxwCPCZEuftwLcz85LSvzZwGbAmcBTwoRLfkZl5am2epYBjyrpGAX8Bds/Mf/YnfkmSJEmSJEmSJKlhnluAApOA9SPi/Ij4XEQsDZCZz2fmkZl5W6uTImI74AzgCmAz4FfAjyJi36ahE4CfAF8D/lraNgZeC2wO/Kwk4C4HlgC2K/1/AQ6lSqb1WUQcAvwQOBPYFPgT8NuI2Kr0LwRMBnagSu5tAdwPXBQRGzRN91uqdyNuBNwMnBIRK5V5XkeVJPwYVbLxi1TJxCsjYvH+rEGSJEmSJEmSJElq6EkF4EHAG6kSb5sAlO0//wc4NjOfbD6hJM2OBP47M79Zmi8pFX/fiYiTMvPZRntm/rR2biOur9YqCT9EVZm3ddlqlIi4lCpBuBZwfq9W/fK1uoADgKMz8zu1OBejSvadTZVs/CiwYWZeXMZMioi/lTVeXJvyx5l5bJn7phLfJ4G/A18CAnhvZt5VW8O/qBKCh/ZlDZIkSZIkSZIkSVLdPCsAM3NmZn4ZWBbYBfg98Cbg28AdEfGOFqetCLwFuDAiRjY+VNWEiwEfro39e4vzH2sk/0oMN2bmx4FpEbFSRHyaakvO1wCL9GSh3VidqtKwVZzvLGtbE3i6lvxrOBP4YEkWNlxbi3ka8AywaGlaB7gHuLd2nRlUVY/r9mMNkiRJkiRJkiRJ0kt6UgEIQGY+CPwU+GlJXn0R+BnVFp7bNQ1fohzPKJ9mb659f7RF/6vaIuJAYD+q9//9C7gGeB4Y0dM1tNCI85pu+t8MLA480qKv0VZPAM5oGvMiLydZlwDGUcXc7J55RipJkiRJkiRJkiT1wFwTgBGxOvBHYLPMvK7RnpmzgdMiYjPg3S1OnV6O3wCub9H/z94EGRFfAg6nqkD8bWZOL+2tkoe90Yhzc+DBFv0JPEFV8dhs6XJ8ohfXuhXYsUXfzB7OIUmSJEmSJEmSJM3VvLYAvZuqwm235o6IWBh4J3BHi/PuAh4H3paZUxofqiq4w6iq+HpjPPBgZp5cS/59EBhL/yoAr6OqyFuqKc73AgeXua8CFouIDZrO3Rq4MTOf6+G1rgLeAdxXu86NwJ6UdytKkiRJkiRJkiRJ/TXXCsDMfCIiDgKOjYglgYlUlXJvAXYG3gZs0eK82RExoZwHcClV8ut7VNtd9qoCELgB+FpEHAxcQVV1eAgwBxg9j3OXiIg9WrRflZlTIuLHwA8jYnGqasVVgCOAP2bmUxFxIVWi8DflXtwP7AB8BNi0F2v4JVUi9U8R8T2qysGvAlv2ch5JkiRJkiRJkiSpW/N8B2Bm/igi7gG+CfwY6AKmApcAX8nMlsm8zPxJRMwA9gL2pqoIPBs4KDPn9DLOiUAAXwP2B+4DfkCVCPzYPM5dGvhRi/ZvAVOo3iv4KFUy7lDgYeA44LtlHS9ExIbA0VSJwUWBW4CNMnNyTxdQkolrlrhPBhahqp78VGZe1NN5JEmSJEmSJEmSpLkZMWdOb3Nxmh9u+Otxc2bNmj3UYQwLK668c7d9XV2jmTZtxnyMZsHkfeoZ71PPeJ96xvvUM96nnhkO92ns2MX6vO16pz/XjBo1kk5dv2t37f01t/8WGK6Gw7/ZQ8W1u/YFRX+ea8BnG+jsv3N13gfvQUM73Yf+PH8tiH8TBpr3oOJ9mL/3oLtnm3m9A1CSJEmSJEmSJEnSAmSeW4BqaKyy+q4dnyGXJEntodOfazr5/3x07a5dktpRpz/bgP/WN3gfvAcN3gdJw5EVgJIkSZIkSZIkSVIbMQEoSZIkSZIkSZIktRETgJIkSZIkSZIkSVIb8R2Aw9S11/+YWTNnD3UYw96aH99rqEOQJEnz0OnPNaMWGdmx63ftr177yu/72hBEI0kaSJ3+bAOd/Te+zvsw93vgc48kDS0rACVJkiRJkiRJkqQ2YgJQkiRJkiRJkiRJaiO92gI0Iu4DlgV+mJn7tOhfFriv/BybmVP7ElRETAD2ycwxfTlfkiRJkiRJkiRJ6lR9qQCcA2zRTd9n+hGLJEmSJEmSJEmSpH7qSwLwGuAdEfGBFn1bAbf1LyRJkiRJkiRJkiRJfdWrLUCLW4ClgS2BmxuNEbEMsBowAVi5tI0AdgN2BFYAngeuBfbKzNtr5+4D7AosCZwLPFS/YES8Bvg2sA3VFqQzgMuA3TPzgTJmIeA7wE7AG4FJwFXAsZk5ohfzBHAcMJ4qQXoNsF9mvpTYjIivArsD7wT+RbUl6im9uMZ9wJnA2sA4YEJmHjfPOy9JkiRJkiRJkiTNQ18qAKFK0jVvA/oZ4DrggVrb3sDRwKnABlRJvpWAiY0BJfl3VGnbEhgF7Nk094/KuUcB6wMHAetSJeoaDi/tJ5V5AL7Xh3n+QJUY3Rr4HFVS8sKIWLjEuxdwMjAZ2BQ4G/h5RGzTi2s07s0k4AvlKEmSJEmSJEmSJPVbXyoAAf4H2DcixmXmXaVtK+CspnFvBw7LzOPL7ysiYnHg2IgYQ1Udtz9wSmYeAhARF1NVGb6rNs9YYJ/M/GVtngC2LecsBuwFHJmZR5a2yWWelXsxz1iqirxDM/Pi0nY/8HlgTEQ8DRwInJaZe5c5/hwR7wQ+Bvx2Xteoycz87qtvrSRJkiRJkiRJktR3fUoAZub1JTG2JXBERLwN+DDwWapqt8a43eEVibVxVFVzAItQJQiXpFYBl5lzIuJcYN9a29ZlnreUOd5NlXBbpAxZvXz/Q9M851BLAPZgnseBu4FTImI94CLg4sw8sJz3bmAJ4Pym+7Ft7fu8rtHwdyRJkiRJkiRJkqQB1tcKQHh5G9AjqLb/vD4zH6iK3SoRMQ44hSoBNgO4FXiqdI8AFi/fpzbN/e/6j4hYA/gpVTJvOtW7B/9T5oAqiQjwWNM8j/Rmnsx8sST+JgCfBr4M/CciflDa3limerTVDelhrA3dziFJkiRJkiRJkiT1VV/fAQhwDvDBiFiOKgHYvP3nQlSVcq8B3gcslplrAOfVxjxejks1nbtE40tEvAG4APgXsEJmdmXmOsA1tfEPlePYpnle+t3DecjMBzLzK+XcjwJnAgdTVTdOb3WdiFgxItbo6TUkSZIkSZIkSZKkwdKfBOA1wMPAzlRbcP5PU/8IYHng55l5R2a+WNo3rPXfTZW826Lp3E/Wvo+jqhQ8LjPvBYiIhYD/4uWquluAp4HNmuap/57nPBGxckQ8HBEfzMwXM/MaYCdgNrAMcBfwBLBJ03UOA47pYaySJEmSJEmSJEnSoOnzFqBlu8zfA3sDN2TmA01DXgDuB/aIiEfK7+14OXk2uryn72Cqd+49AvyJqtJu1TIeqqTb08B3ImJh4HXAN4D3A3MiYkRmTo+I44ADI2ImVULwi8CHgDk9nYfqvXxPAadHxASqZN92wIvAhZk5OyKOBL4fEVOBS4E1ga2AzXsYayMeSZIkSZIkSZIkacD1pwIQqm1AXwOc3U3/FsAzVNuDngaMBtYrfeMBMvMXwFepEmh/BN5E9V5BSv90YEuqyrrzgBOp3hm4VYn/I2Xod4FjgT2B3wOjgJPK9Xs0T2bOBjYC7qF6j9+FVFV9m2Tm38s8PwR2pdr29IIS9+cy84+9iFWSJEmSJEmSJEkaFL2qAMzM5Zp+/4WmrS0zcyIwsfycCqzRYqrmc04FTm0ac3it/0/AKt3NExGjgK2B4zPzwEZnRJwB3NvTecqYf1Al9bqVmSdRJRdb9fXkGsvNbX5JkiRJkiRJkiSpr/q8BehwkpmzylaiO0XE94FnqSoNtwZ2HNLgJEmSJEmSJEmSpPmoLRKAxcbA0VRbjY4BEvhyZv5qSKPqo9U/vBvTps0Y6jAkSZL6rdOfa7q6Rnfs+l17Z65dktpdpz/bgH/nGrwP3gNJGs7aJgGYmXczj607JUmSJEmSJEmSpHa30FAHIEmSJEmSJEmSJGngmACUJEmSJEmSJEmS2kjbbAHabq6YcgIzZ80e6jCGvfXX2HOoQ5AkSfPQ6c81i4wa2bHrd+2duXaf0SW1u05/toHO/jtX533wHjT4/CNpOLICUJIkSZIkSZIkSWojJgAlSZIkSZIkSZKkNmICUJIkSZIkSZIkSWojQ5oAjIgJEfHMUM8xGCJi7YiYExGrDnUskiRJkiRJkiRJ6hxWAA6em4DxwJ1DHYgkSZIkSZIkSZI6x8ihDqBdZeZTwLVDHYckSZIkSZIkSZI6y7BJAEbERGAM8FdgL2ApqgTaLpl5Z23cPsCuwJLAucBDTfOMAHYEdgOWBx4ETszM42pj5gA7ABsCGwMzgd8A+2Tm7DJmJHAwsH2J5Q5g/8y8tDbPdsB+wLuAqcDZwLcy87mIWBu4DFgtM6eUuHYrsa0APF/Wt1dm3t73OydJkiRJkiRJkiS9bLhtAboesB2wO/AFqkTZxEZnSf4dVdq2BEYBezbNcSTwU+CPwKeoknLHRMThTeOOAx4DPg2cWK65U63/FGBv4Pgy5i5gUkSsUWIZD/wSOAPYADgC+BpwSDdr2xs4Gji1jN8VWKm+PkmSJEmSJEmSJKm/hk0FYLEYsHFmPgwQEW8Fjo+IJYAngf2BUzLzkNJ/MXALVQUeZdxewA8y89tlzktK9d2+EXFcZk4t7ddk5q7l+6URsSmwEfDTiBhHVfm3U2aeWsZMjog3A4cDnwA+BjwLHJOZM4ErImIWVWVfK28HDsvM48vvKyJiceDYiBiTmc/07ZZJkiRJkiRJkiRJLxtuCcB/NZJ/xYPluCjVNpxLApManZk5JyLOBfYtTatTVQWe3TTvmcABpf+C0tb8fr4HqbYgBVi7HC8qW4E2XAR8LyJGAX8r42+NiLPKvL/MzDmtFpaZuwNExFhgXPlsWroXAUwASpIkSZIkSZIkqd+G2xagM5p+v1iOCwGLl+9Tm8b8u/a9MeaRpjGN36+fx7Ua92OJcvw/qoq+xucY4DXAkpl5FdUWow8D3wKuA+6NiI++alVARIyLiL8CjwKTqd5BOKt0j2h1jiRJkiRJkiRJktRbwy0BODePl+NSTe1L1L4/UY5vahqzdNMc8zIdmAOsAazW4jMVIDPPz8x1qCoTtwH+A1xYKgRfEhELAedTJQ/fByyWmWsA5/UwHkmSJEmSJEmSJKlHhtsWoHNzN/AQsAXwh1r7J2vfr6eq1NsKuKnWvjUwu/T3xFVUVXmLZeYljcaIOIAqgffFiJgAbJiZq2fmdODMiFgEmAi8oWm+scDywPcy845a+4blaAWgJEmSJEmSJEmSBsQCkwAs7/s7GDglIh4B/gR8FlgVeKGMmRoRPwb2jYjZwJXAmlTvCPxhZj7Zw2vdEhHnAL8pib47qd4L+G3g+5n5YkRcBhwcEadQvWNwceBA4KrMfCwi6vM9EhH3A3uU2F8AtgM2KUNG9/W+SJIkSZIkSZIkSXUL0hagZOYvgK8CmwN/pNrq84imYfsBBwHbAhdQJQn3AQ7o5eW2BU6jer/fZKotPg+gSvKRmVeUtlWptvL8GVWF4ZbdzLcF8AxwVpl3NLBe6Rvfy9gkSZIkSZIkSZKkloa0AjAzJwATyvftW/T/gabtMTPzVODUpqGH1/pfBI4un+6u+6otNzPz002/ZwL7l0938/wO+F03fZfXY8/MG6neKdjM7T8lSZIkSZIkSZI0YBaYLUA7zVqr7sq0aTOGOgxJkqR+6/Tnmq6u0R27ftfemWuXpHbX6c824N+5Bu+D90CShrMFagtQSZIkSZIkSZIkSXNnAlCSJEmSJEmSJElqIyYAJUmSJEmSJEmSpDZiAlCSJEmSJEmSJElqIyOHOgC1dtHNJzBz1uyhDmPY2/wjew51CJIkaR46/blmkVEjO3b9rt21d6Lern+d2HkQo5E0GDr92Qb8t77B++A9aPA+VPpyH3wWkgaPFYCSJEmSJEmSJElSGzEBKEmSJEmSJEmSJLURtwAtIuJyYK2m5v8A9wCnZOZP5ntQkiRJkiRJkiRJUi9ZAfhKVwPja5/NgNuBEyLim0MZmCRJkiRJkiRJktQTVgC+0rTMvLbeEBF/AVYFvglYBShJkiRJkiRJkqRhzQTgPGTmixFxK1U1IBGxKHAU8Fng9cB1wJ6ZeXPp3x44Bjga2B94HPgA8Cywb2Ye05g7Iv4AdGXm2vNrPZIkSZIkSZIkSWpvbgHaMysA/4yIEcB5wOeAbwNbAc8Bl0fEu2rju4AdgG2BgzJzxnyOV5IkSZIkSZIkSR3KCsBXGhERjXsyAngz8HWqCr49gfWBTwD/lZl/BoiIycD/AgcBXy7nLgwcnJkXz8fYJUmSJEmSJEmSJBOATTYCnm9q+w/wI6r3/x0OzACuqCUKAS6hbBFa8/fBClKSJEmSJEmSJEnqjgnAV7qKqtIPYA7wDPD/MvN5gIhYAhgNzGpxbnPi8NHBClKSJEmSJEmSJEnqjgnAV5qemVPm1k+V2Nu4j/M3v3NxTB/nkSRJkiRJkiRJkloyAdg7VwF7Ac9k5l2Nxoj4EdU7A+eWPHwKeEvtnNFU7xa8fXBClSRJkiRJkiRJUicyAdg75wM3ABdFxHeB+4EtgW8AX5vHuZOAHSLiJqoqwv2othmVJEmSJEmSJEmSBowJwF7IzBciYgPgaOD7wOuBe4AdMnPiPE7fE3gtcDJVNeCJwM3AhwYtYEmSJEmSJEmSJHUcE4BFZq7dw3HTgJ3Lp1X/RGBii/aHgU/3OUBJkiRJkiRJkiSpBxYa6gAkSZIkSZIkSZIkDRwrAIepjT6wK9OmzRjqMCRJkvqt059rurpGd+z6Xbtr70Sdvn6pE3T6sw34b12D98F70OB9qHgfpOHFCkBJkiRJkiRJkiSpjZgAlCRJkiRJkiRJktqICUBJkiRJkiRJkiSpjfgOwGHq17edwKxZs4c6jGHvK6vuOdQhSJKkeej055pRo0YO2fq3XH7nIbmuJEntrNOfbWBon28afM6RJGnurACUJEmSJEmSJEmS2ogJQEmSJEmSJEmSJKmNDOoWoBFxObBWU/N/gHuAUzLzJxGxNnAZsFpmTulmnu2B04CxmTk1Iu4DLsjMb/bk/D7GPgfYNzOPGag5JUmSJEmSJEmSpME2P94BeDWwT+33GGB74ISIALijB3NcCIwHprXou6n03dmvKF9tPPCvAZ5TkiRJkiRJkiRJGlTzIwE4LTOvrTdExF+AVYFvAl+b1wSZ+RjwWDd9TwHXturrj+aYJUmSJEmSJEmSpAXB/EgAvkpmvhgRtwKb1ZpXiYjjqBKDDwFHZuap8OotQOtzNW8BWrYd/TvwDPBV4Hngd8A+mflcOec+4BfAO4DPAk8BpwDfzcwXy5iXtgCNiAnAJsAPge8CywC3A7tn5jW1WD4EfJ+qevBZ4Exg/8ycUfqXBn4MfAIYDdwIfDszr+jbnZQkSZIkSZIkSZJeaaEhvPYKwD9rv38EnE2VaLsN+HlErNzHuT9PlWTbjiphtz1Vwq9ub+CtVAnAk4ADgcPmMueKwKHABGBL4HXA2RExEiAiVgKuBOaUOfcHtgbOqs1xGrA8sAPwKWAGcGFEvLFPq5QkSZIkSZIkSZKazI8KwBGNJBkwAngz8HXgA8CetXFHZObxABFxE/A4sDZVMrC3RgIbNqoFSzXfTyLioMy8r4x5Ctg0M2cBF0XEG4A9IuLwzPxPizkXA9bLzOvLnAsDfwTeT1XJ9x3gEWDjzJxZxtwDXBkRa2bmlcCawOGZeX7pvwPYC1gUeKIP65QkSZIkSZIkSZJeYX5UAG5EtQ3n88As4F/A7lQVfz+pjXtpK83MfAJ4Gujq4zX/3LRV6B/L8WO1tnNL8q8+ZjTwoW7mnA1Mqf1+sBwXLcd1gEuAFyJiZEl6/o0q0bhuGXMNcGhE/DYivgDMzMx9M/OBXqxNkiRJkiRJkiRJ6tb8SABeBaxWPqsC44A3ZOZemTm7Nm5G03kv9iO+h5t+P1aOb+zlmLqZjfcDFo3vjRiXAHbm5WRn4/N6qqpHqLYEPRFYC/g18O+IODkiRs11NZIkSZIkSZIkSVIPzY8tQKdn5pR5DxtQSzT9XqocH+3lmN6YTlVF+NMWfVPhpcrGPai2Gl0F2JbqXYT/BI7u43UlSZIkSZIkSZKkl8yPCsChsE5EjK79/jRVxd6VtbaNImJE05ingJv6eM2rqKobb8zMKSXp+QBwFPDeiFgyIu6PiM0BMvOWzNyXakvUZfp4TUmSJEmSJEmSJOkV5kcF4FBYAjgvIo4FlgeOBE7KzIdqY1YCzoyIXwIfAXYDDmh6L2BvHEb1jr+zypyvBb4DvB24OTOnRsQ9wI8jYgxVcnBjYDng9328piRJkiRJkiRJkvQK7ZoAvBhI4HdUVX0/AA5vGjMRWIQq+fYwsHtmntTXC2bmjRHxCeAI4BzgOeBq4IuZ+X9l2DYllu9TvWswgc9n5p/7el1JkiRJkiRJkiSpblATgJm5dg/GXA6MaNHeVfs+kSph1/i93DzOfyEz96B63153ZmTml+cS14ja9wnAhKb+W5qvm5lXA2vPZc5Hge3mEpMkSZIkSZIkSZLUL+36DkBJkiRJkiRJkiSpI7XrFqALvC+uvCvTps0Y6jAkSZL6rdOfa7q6Rnf0+iVJajed/mwDPt9IkrQgaLsEYA+3HV1u8CORJEmSJEmSJEmS5j+3AJUkSZIkSZIkSZLaiAlASZIkSZIkSZIkqY203Rag7eLE289k1qzZQx3GsDdq1Mhu79MO79piPkcjSZJa6fTnmrk9r/SWzzeSJA29Tn+2gd4/3/gMI0nS/GcFoCRJkiRJkiRJktRGTABKkiRJkiRJkiRJbaSttwCNiPuACzLzm03tawGTgJuBDTLzmfkfnSRJkiRJkiRJkjTwOq4CMCI+AlwA3ApsaPJPkiRJkiRJkiRJ7aSjEoARsQowGfg7VeXf00MckiRJkiRJkiRJkjSg2noL0LqIeDdwCXAvsH5mPlXrWx44BlgXeAE4H9gzM6eW/onAGOCvwF7AUsC1wC6ZeWdEbAqcB6yWmVNq8x4I7A68tcy7G7AjsALwfJljr8y8ffBWLkmSJEmSJEmSpE7SERWAEfFO4M/Av6mSf9NrfW8CrgKWBb4EfA0YD1wSEaNq06wHbEeV0PsCVRJvYumbBDwGbNN06W2BMzJzNrA3cDRwKrABsCuwUm0OSZIkSZIkSZIkqd86oQLwbcBfgDcDc4ARTf17AK8F/qtW8XcdcA/wOeD0Mm4xYOPMfLiMeStwfEQskZmPR8QZwNYRsW9mvli2G10J+GI5/+3AYZl5fPl9RUQsDhwbEWN8F6EkSZIkSZIkSZIGQickAD8F3ArsAFwMnAx8tta/DvA3YFpENO7HA1TvCVyXlxOA/2ok/4oHy3FR4PEybndgTeByqirBv2fmTQCZuTtARIwFxpXPpmWORQATgJIkSZIkSZIkSeq3TtgC9C6q6r7LgMOArSLiS7X+JYANqd7JV/+8j6pqsGFG07wvluNCACXRdwewTUQsRFU9+OvG4IgYFxF/BR4FJlMlJGeV7uaqREmSJEmSJEmSJKlPOiEBeGlmPla+fw+4CTghIpYrbdOp3uG3WovPrr281unA5sAawFuA/wYoCcHzgddQJRYXy8w1gPP6tiRJkiRJkiRJkiSptU5IAL4kM2cD21G98+/XJTF3FdV2nLdn5pTMnEJVyTcB+FgvL/Eb4I3AkcDlmflAaR8LLA/8PDPvyMxG9eCG5WgFoCRJkiRJkiRJkgZERyUAATLzDuC7VMm9A4BjgS5gUkR8KiI2Ai4EPgHc2Mu5Hwb+DHyc2vafmfkIcD+wR0RsHBEbRsRvgU3KkNH9W5UkSZIkSZIkSZJU6bgEYHE0cANVld9YqmTgDKoKvjOp7st6mXlLH+aeBPwHOKepfQvgGeAs4DSqpN96pW98H64jSZIkSZIkSZIkvcrIoQ5gMGXmct20vwB8uKl5k1Zjy/jtW7T9gdZbd24AnJuZTzWNv5Hq3YDN3P5TkiRJkiRJkiRJA6atE4DzU0TsCbyf6r1+qw9xOJIkSZIkSZIkSepQJgAHzrpU7/7bPzOv7+9k33jf55g2bUb/o2pzXV2jvU+SJA1znf5c4/OKJEntpdOfbcDnG0mSFgQmAAdIZna7hagkSZIkSZIkSZI0vyw01AFIkiRJkiRJkiRJGjgmACVJkiRJkiRJkqQ24hagw9RJt01i5qzZQx3GsLfIqJF9vk87LL/uAEcjSZJa6fTnmu6eV3wWkSRpwdRpzzY+s0iStGCyAlCSJEmSJEmSJElqIyYAJUmSJEmSJEmSpDZiAlCSJEmSJEmSJElqI237DsCIWBXYDVgTWBp4CrgG+EFmXl3GTAD2ycwxQxWnJEmSJEmSJEmSNJDasgIwInYC/gYsAxwMrA98A3gtcEVEbDmE4Um3gCFTAAAgAElEQVSSJEmSJEmSJEmDpu0qACPi/cCJwG+B7TJzTq377Ig4CzgpIs4fkgAlSZIkSZIkSZKkQdR2CUBgX+A5YI+m5F/DIcChwJKNhojYurQtC9wB7JaZ19T6twX2AN5Tmm4BDsjMK0v/RGAM8FdgL2Ap4Fpgl8y8s4wZQbUl6Y7ACsDzZcxemXn7QCxckiRJkiRJkiRJasctQDcBLs3MJ1p1ZuadmblVZj5UmkYDR1AlBrcCFgXOjYiRABHxGeDXwIXARsAOQBfwu4gYVZt6PWA7YHfgC1RJvom1/r2Bo4FTgQ2AXYGVmsZIkiRJkiRJkiRJ/dJWFYARsTjwBuDepvYRwMJNw18oxxHAFzLz2jL2NcA5VMm524DlgRMzc0JtvlnAucCKVBWDAIsBG2fmw2XMW4HjI2KJzHwceDtwWGYeX8ZfUeI9NiLGZOYz/V2/JEmSJEmSJEmS1FYJQF5O8jVv/bk11TsB6/YtxxeA62vt95VjF0BmHgUQEV3AOCCAzcqYRWrn/auR/CseLMdFgcczc/cyz9gyzzhg09o8JgAlSZIkSZIkSZLUb22VAMzMqRHxLNW7/OouBlar/b6h9v25zHyx9rvxfSGAiFga+AXwSWAW8L+8nCQcUTtvRtM1m+cZB5wCfKyMvRV4qsU8kiRJkiRJkiRJUp+14zsALwTWj4jRjYbMfDIzpzQ+vZzvDKr3+Y0HxmTmh6gSgj0WEQsB5wOvAd4HLJaZawDn9TIWSZIkSZIkSZIkaa7aMQF4FNW2mz+JiOb3/hERK/VyvvHAmZl5XWbOLm0blmNPK/fGUr1L8OeZeUet4rC380iSJEmSJEmSJElz1VZbgAJk5s0RsSPwM+C9EXEqcDewOLAJ8AXgAeBKYKMeTHkDsH1E3AY8CWwOfL30je72rFfG9EhE3A/sERGPUL13cLsST4/nkSRJkiRJkiRJkualHSsAyczTgQ8CU4D9gElU23a+C9gTGJeZ1/dwuh2AO4HTgDOBdwNrA89SVQf21BbAM8BZZa7RwHqlrzfzSJIkSZIkSZIkSd1quwrAhsy8E9hlHmMmABOa2m6htiVnZv4D2KDF6WNqY7ZvMfcfmua5EVijxTxu/ylJkiRJkiRJkqQB07YJwAXdLit/kmnTZgx1GMNeV9do75MkScNcpz/X+LwiSVJ76fRnG0mStGBoyy1AJUmSJEmSJEmSpE5lAlCSJEmSJEmSJElqIyYAJUmSJEmSJEmSpDZiAlCSJEmSJEmSJElqIyOHOgC1dtKtlzFr1uyhDmPYGzVqZJ/v0/YrfHSAo5EkSa10+nNNf55XFnSuvXdr9/lUkhYMnf5sA539N75uQbsPPmtIUmexAlCSJEmSJEmSJElqI22ZAIyIEUMdgyRJkiRJkiRJkjQUBn0L0IhYFdgNWBNYGngKuAb4QWZePcDXehtwKvAFYOpAzt0XETEH2DczjxnqWCRJkiRJkiRJktQZBrUCMCJ2Av4GLAMcDKwPfAN4LXBFRGw5wJdcD9hggOeUJEmSJEmSJEmSFhiDVgEYEe8HTgR+C2yXmXNq3WdHxFnASRFxfmbOGqw4JEmSJEmSJEmSpE4ymFuA7gs8B+zRlPxrOAQ4FFgyIr4K7JOZYxqdEbEKcDOwTmZeXtq2BfYA3lOG3QIckJlXRsT2wGml/bGI+G5mToiIkVTVh9sDSwF3APtn5qVlzrWBy4BPAEcBKwP/AL4OzAFOAAK4EdghM+8t570eOAz4NPBmYDpwEbB7Zk5rdUMi4sPABGANYDTwT+DYzPzZ3G+lJEmSJEmSJEmS1DODuQXoJsClmflEq87MvDMzt8rMh3oyWUR8Bvg1cCGwEbAD0AX8LiJGlfbDy/ANqd4FCHAKsDdwPFWy7i5gUkSs0XSJ3wC/ADanui+/o0oo/gj4MrASVUVjwxnAp4ADqLY2PQb4PPCdbuJfhirR+AywVTn3buDkiFi5J/dAkiRJkiRJkiRJmpdBqQCMiMWBNwD3NrWPABZuGv5CD6ddHjgxMyfU5psFnAusmJl3RMQ/SteNmTk1IsZRVf7tlJmNhODkiHgzVbLwE7X5f5yZPy/zLgucTLV16eml7T3AruX7a4FRwNcyc3I5//KSVFyrm/jfQ/U+xG0z8/kyz3XA48CawG09vA+SJEmSJEmSJElStwZrC9BGkq9568+tqd4JWLdvTybMzKMAIqILGEe1LedmpXuRbk5buxwvKluBNlwEfK9UDjZcX/v+SDlOqbU9TpXUJDOfo6r6IyKWA1YE3ktVJfhcN/FPoqo8fG1ErASsAKw2j/glSZIkSZIkSZKkXhmUBGCpvnsWWLap62JeTnoB3NDTOSNiaaotOj8JzAL+F7ivdI/o5rQlyvH/uulfsvb96Rb9M+YSz2ZU24O+E5hKlSycwasrHBvjFwZ+COxMVT34D+DK0t1d/JIkSZIkSZIkSVKvDFYFIFTv5Fs/IkZn5gyAzHySWlVdRDS+zuHV7yMc0/T7DOBtwHiqLT5nR8RGwBZziWF6mfujwPMt+qdSVe/1SkSsAJwN/ApYKzMfLO1nUVUBtnIQ8FXgS8BFmflsRIwGvtLb60uSJEmSJEmSJEndaU66DaSjgEWBn5Tqt1co22A2PAW8rmzv2fDxplPGA2dm5nWZObu0bViOjQq65vcJXlX6FsvMKY0PsB6wJzCbvvkgVRXfUbXk36LAx+i+mm88MCUzz87MZ7uJX5IkSZIkSZIkSeqXQasAzMybI2JH4GfAeyPiVOBuYHFgE+ALwANU22A+BRwL/CIifgKsAuzSNOUNwPYRcRvwJLA58PXSN7ocp5XjFhFxSWbeEhHnAL+JiAnAnVTvBfw28P3MfLFWhdgbN1MlG4+OiJ9SbSW6D7A0MLObc24ADoiIbwK3U22FejBVheLobs6RJEmSJEmSJEmSemUwKwDJzNOpquWmAPsBk6je4/cuqgq8cZl5fWbeBexYxk4CPg18pmm6HagSeKcBZwLvpkrmPUtVXQdwKdV7Bk+gSsgBbFvO+RYwGdgGOAA4sB/ruptqK8+VgYuA75c17gIsExFvaXHaUVRbhh4CXAB8HtgV+FMtfkmSJEmSJEmSJKlfBvMdgABk5p28upqv1bhfUCUH60bU+v8BbNDi1DG1MTN4eVvNRttMYP/yaXXdy2nagjMz/9Ci7TjguNrvM6jeS9js5NqYevwzgJ3Kp+5XreKSJEmSJEmSJEmS+mLQE4Dqm13evw7Tps0Y6jCGva6u0d4nSZKGuU5/runk5xXX3plrl6R21+nPNuDfuQbvgyRpOBvULUAlSZIkSZIkSZIkzV8mACVJkiRJkiRJkqQ2YgJQkiRJkiRJkiRJaiMmACVJkiRJkiRJkqQ2MnKoA1BrJ916NbNmzh7qMIa9UYuM7PN92n7F1QY4GkmS1EqnP9f053llQefah9/afQaWpP7r9GcbGL5/5+Y37wPs8eG1hjoESVI3rACUJEmSJEmSJEmS2ogJQEmSJEmSJEmSJKmNDPstQCPicmButeTfysyj5lM4rxIRawOXAatl5pShikOSJEmSJEmSJEmCBSABWFwN7NNN3/3zMxBJkiRJkiRJkiRpOFtQEoDTMvPaoQ5CkiRJkiRJkiRJGu4WlATgPEXEssAPgPWAOcDlwJ6ZeX9EbA+cBozNzKllfBfwJLBDZk4sbRsABwIfBF4D3AUcmpnn1q6zEXAEMA64GTilRSxrAocDqwD/Ac4GDsjMZ0r/5cDdwLLAeODnmdldhaMkSZIkSZIkSZLUYwsNdQA9NCIiRrb6AETE64GrgJWBXYDtqRJ0kyJi4Z5cICI+DFwE3AF8CtgamAGcERFjy5jVgfOABDYH/gz8tGmeT1K9E/DhMschwDbAhRFRv987AP8P+Azwu97dDkmSJEmSJEmSJKm1BaUCcCPg+VYdEfE6qmTa0sCKmfnP0v4A8HuqRGBPvAc4NzO/UZv7fuAm4CPABcB+VJV722TmHGByqSTctTbP4cD1mbl1bZ5/ApOBjYHzS/PTwG6Z2XJdkiRJkiRJkiRJUl8sKAnAq4A9u+mbCawB/G8j+QeQmbcA7wCIiNXmdYHMPA04LSIWBd4NrAh8onQvUo4fBf67JP8azqEkACNiDPAB4BXbeWbmxRHxJLAWLycA7zX5J0mSJEmSJEmSpIG2oCQAp2fmlO46I+KNwKP9uUBJ/P2MattOqLb5vKV8H1GOiwNTm079d+17Vxn7SItLPAq8vum3JEmSJEmSJEmSNKAWlHcAzst0YGxzY0R8MiLeBDQq9urrHdM0/ARgfartRsdk5nuBI5vGPA4s1dS2RO37tHKtN7WIcelyviRJkiRJkiRJkjRo2iUBeA3w3ohYttEQEe8GLgLeDzxVmt9SO+fjTXOMByZn5p8yc2Zp27AcGxWAlwGbRkS9cnKjxpfMfIaqanCr+sQRsQHwBuDqXq5LkiRJkiRJkiRJ6pUFZQvQrohYvZu+6cAvqd4ReEFETABeAA4Drgf+QlXt9xxwfEQcDv+fvTsPk7OoGjZ+J0CCYQuSKIuyKOSAQEDZtxAEBUFBNhFQAeEFBJRdEIhEwhJFIcoqW6IIIiioQIKgEBFlVRAFPCyyikIAJwrBhJB8fzzPaH+d6clMMjPd033/rmuunq6qp6qeUpl6Oe+pYmVgDMX9ge3uB3aOiP2A5yju/zu+rBtSfp4BPAD8NCIuAEYCR1TN51TgZxHxI2BiOdaZwN3AlG6/uSRJkiRJkiRJktQN/SUDcAuKAFpHP+dlZhswCngSmARcRpGJ94nMnF3Wf4rimNCbgMOBzwKvV4xxLHAbMAG4HtgW2A14nCI7kMx8BPgIMKxss3fZ139l5o3AJ4HVgZ8BXwN+CGyfmW/30HpIkiRJkiRJkiRJHWr4DMDMHN3Fdk8Du3ZSfyNwY1XxsIr6aVQd3VmaXNXPXUB1NuJVVW1+Dvy8k7mMrlUnSZIkSZIkSZIkLYz+kgEoSZIkSZIkSZIkqQsaPgOwVR223ha0tc2o9zQa3tChQ1wnSZIaXKvva1p5v+K7t+a7S1Kza/W9Dfh3rp3rIElqZGYASpIkSZIkSZIkSU3EAKAkSZIkSZIkSZLURAwASpIkSZIkSZIkSU3EOwAb1EUP3c/MWbPrPY2GN3jQor2yTvuPWK/H+5QkqVW1+r6mt/Yr/cFRG29W7ylIktTjWn1vA423v/Hf40iSNC8zACVJkiRJkiRJkqQmYgBQkiRJkiRJkiRJaiI9dgRoREwFtu6kyVcyc3xE7A9MBIZn5is1+hoIHAwcBKwFzAEeBS4DLsvMud2Y1yRgw8xcp6vPLIjy/V/PzI/35jiSJEmSJEmSJElSZ3r6DsDfAsfVqHuuG/2cCXwROAv4CsU8twMuAlYHTliIOUqSJEmSJEmSJElNq6cDgG2Zec/CdBARg4EjgbGZ+fWKqikRMQc4OiLOysy2hRlHkiRJkiRJkiRJakY9HQDsCUsDi9Px/YSXANMq6yJiX+AoYO2y6CHgxMy8s/rh8jjQzTIzqsofAB7NzM9FxNLAOOCTwArAdGAycGR70DEilgTOBXanOJ707A7GWhI4FdgDWB74E3BKZt5a1o8G7gAOBcYCs4GtMvOZTtZGkiRJkiRJkiRJ6lRPBwAHRESHfWbm7K50kJnTyoDc2IhYGfgp8NvMfD0znwC+0d42IvYArgROA44H3k0RdPtRRKySmbOqur8a2C8iRmbmw2UfqwEbAGMq2qwDnAj8HdgEOB14BTi2bHMNsCnFcaevAl8DPgC0B/cGArcAawInUxx/eiAwOSJ2ysxfVMxpDMV9h0MN/kmSJEmSJEmSJGlh9XQAcEfgrY4qIuIdmfmfLvazB3AVRXbcocDbEXEPRbDvssx8u2y3OnBBZo6tGGcWcD0wAvhzVb+/Al4C9gQeLsv2ogju3RYRiwODgEMz85ayfmpEbA5sXfY/EtgJ+HRm/qgsuw94umKcnYAtgB0qgn1TIuJuivsNKwOAEzLzxi6uiyRJkiRJkiRJktSpng4A3gUcXaNuZlc7ycxngS0jYj3g48B2wGYUQbVPR8QOmTkzM8cDRMRQimy7AHYuuxncQb9vR8S1FAHA9oy/TwHXlRmKs4GPln2uShFEXIciu689eLlF+Tmlot+/l8G9dqOAf1dl+kGROTghIpaqKHt0/isiSZIkSZIkSZIkdU1PBwCnZ+YDPdVZZv4R+CNwRsXdfF8C9gEmRsTywOXAx4BZwCPAM+XjA2p0ezXwxYhYF5gBfBA4sr0yInamuN/vfRSZgQ+U7RYpmywLvJWZ/6rq9x/AUhVtXupg7PayygDgyzXmKUmSJEmSJEmSJHXbwHpPoFpEHBURf4uIRSrLy4DbUcBrwFpl8dXAGhTZgUtm5gYUAcGaMvMe4K/A7hTZf89TZC4SEWsA11EcFfrezByemR8DsqKLV4HFyqzDSstV/P4axX2E1ZavqJckSZIkSZIkSZJ6XMMFACmCbSsCB3ZQtwJF9lz73X6bAddk5r3lEZ4AO5SftTIAoTiKcydgt/L5uWX5hyjuAByfmS8ARMQSwJYV/U0tP3dr7ywilgU2rej/LmCpiNi+aty9gN934y5ESZIkSZIkSZIkqVt6+gjQoRGxaY266Zn5WBf6uAX4KXBhRGwA3ARMp7iH7zjgQYoAHsD9wP4R8TDwT2BX4Atl3ZBOxrgK+Er5+8EV5Q8CbwNfj4iLgGHlmMtT3mGYmRkRP6C4y29x4Lmyr8Uq+rkZuBf4QUScXLY5ANgE+EQX1kCSJEmSJEmSJElaID2dAbgFcHeNn/O60kGZjbcncCywPnAlcFv5/Vpg28ycVTY/AHgMmEgRFFwLGA28QZEdWGuMR4E/AY9n5oMV5Y8DnwNGApOBb1DcAXgYsHJErFg2PRC4DPgaRTDxXuDGin7epshEvB44o/x8L7BjZt7clXWQJEmSJEmSJEmSFkSPZQBm5ugutpsETJpPm9nAt8ufzto9BVQfswmwZEWb/Ws8u16N8qsp7hasdnFFm1nAMeVPrbm1AYeUPx3VT6XzY0olSZIkSZIkSZKkbmvEOwAlSZIkSZIkSZIkLaCevgNQPeQL629EW9uMek+j4Q0dOsR1kiSpwbX6vsb9iiRJzaXV9zbg/kaSpP7ADEBJkiRJkiRJkiSpiRgAlCRJkiRJkiRJkpqIAUBJkiRJkiRJkiSpiXgHYIO66KGHmDVrdr2n0fAGDVq0V9ZpvxEf6PE+JUlqVa2+r+mt/Upfc38kSVKh1fc20Df7G/cekiQtHDMAJUmSJEmSJEmSpCZiAHABRMSAes9BkiRJkiRJkiRJ6kjDHgEaEVOBrauK3wSeAC7NzPO72M9o4A5go8x8oLv1HbRfGzgP+HBXxpckSZIkSZIkSZL6UqNnAP4W2KziZ2fgT8B5EXFED43xh7Lvx7rYfk9g4x4aW5IkSZIkSZIkSepRDZsBWGrLzHsqCyLidmBD4AigS1mAncnMfwH3zLehJEmSJEmSJEmS1A80egBwHpk5JyL+SJENSEQEcDowGlgGeBG4HDg9M+dWPx8Rw4C7gBnANsAHqTgCNCKWB75DccTnEOD3wCmZ+euIGAucWvYzFzggMyfNbw4Vx4yOAsYDG5RtzszMy3pyfSRJkiRJkiRJktTaGv0I0FrWAJ6OiCWBqcBywH7ATsDtwGnAx6sfioglgJuBOcD2mTm9g74nAqsDBwC7UAQKb46IdwKXUQT23qQ4NvTmbs7hh8BPgB2BB4FLI+IDC7IAkiRJkiRJkiRJUkcaPQNwQES0z3EAsALwBYqsvaOBAJ4E9srMaQAR8StgV2Br4MaKvhYDrgeGAVu1t+/AKIrMvRvL/v4MHAMskZnPR8QLwJz2o0kjYoNuzOE7mXlO2eYPZZuPAY8uwNpIkiRJkiRJkiRJ82j0AOCOwFtVZW8C5wLnZ+ZsYKuIWKzMpBtBERxcDBhc9dwFZd1nM/PFTsb8HXBaRIykyBacnJnH12qcmb/vxhzuqXiuLSJeB5boZC6SJEmSJEmSJElStzT6EaB3ARuVPxsCawLLZOYxZfCPiDgJmAY8AkygOB70LYqMwUrvBR4AvhoR1YG5SntRBAu3Bq4E/hERF0fEoFoPdGMOM6q+z6Hx/zOQJEmSJEmSJElSP9LoGYDTM/OBWpUR8TngdOAw4Iftd/pFxMsdNN8PeBZ4CDgJOLWjPjPzNeAo4KiIWB/YFzgWeBr4+kLOQZIkSZIkSZIkSepV/T37bDPghcy8uCLw9iFgOPNm372cmY8A5wEnRMSI6s4iYlhEPBcRuwJk5kPl8Z/PAiuXzd5eiDlIkiRJkiRJkiRJvarRMwDn537g0Ij4KvBrYC2KzL65wJAaz4wF9gYuAratrMjMVyLiCeA7EbEk8DywE7AqcEPZrA0YEhG7APct4BwkSZIkSZIkSZKkXtHfA4CTgAAOBU4AngHOpgjCbdnRA5n5r4g4HrgyIj4DvFDVZO+yj28A7wQS2Cczf1nWXwN8DrgOOAX4ZnfnIEmSJEmSJEmSJPWWhg0AZuboLrSZQxF0O6GTNlOpOoozM38A/KCiaEBF3csU9wXW6m8asFFVcbfnUJYPrfWMJEmSJEmSJEmStCD6+x2AkiRJkiRJkiRJkio0bAZgq/vC+uvT1jaj3tNoeEOHDnGdJElqcK2+r3G/IklSc2n1vQ24v5EkqT8wA1CSJEmSJEmSJElqIgYAJUmSJEmSJEmSpCZiAFCSJEmSJEmSJElqIt4B2KC++9CjzJw1u97TaHiDBy3aK+v0uRGr93ifkiS1qlbf1/TWfqU/+NLGI+s9BUmSelyr722g8fY3/nscSZLmZQagJEmSJEmSJEmS1EQMAEqSJEmSJEmSJElNxACgJEmSJEmSJEmS1ETqegdgREwC9ptPs69l5tj59LM68ASwa2b+NCJ+AKyTmetX183v2S7MeWXgcmDPzGybX3tJkiRJkiRJkiSpL9U1AAiMAy6u+P59imDcuIqyF7rQz/PAZkCW308FhnRxDtXPzs9Hge262FaSJEmSJEmSJEnqU3UNAGbmU8BT7d8jYgYwLTPv6WY/M4F7Kr4/1UnzTp+VJEmSJEmSJEmS+rN6ZwB2SUSsBJwBbA8MA14GfgScmJmzOjsCtIO+hgC/BFYAtgTeUfXsUsC3gR2BZYBHgXFl3UHApWVX/4yIMZl5ejfm93HgS8BWwD+B8zJzfM+uliRJkiRJkiRJklrZwHpPYH4iYhHgF8BI4AsUQbargaOBA7vZ16LAdcAqwLaZ+bcOmp0DjAKOoAgCPg78OCLWAH4GnFW2+wgwsZvzmwTcTREIvBk4KyI+0p13kCRJkiRJkiRJkjrTHzIA3wO8ChyWmY+UZbdHxI7A1sBFXexnAHA5sDEwKjP/WqPdKOAXmfljgIi4G3gRGJSZ0yKi/bkHMrMtIlbpxvx+mJljy35/DexJEWS8rYvvIEmSJEmSJEmSJHWq4QOAmfkssHVEDIyIEcAIYD1gODC4G12NAT4IfCUzH+uk3e+AL0TEe4CbgBsz89geml/lPYVvR8TfgSW68Q6SJEmSJEmSJElSpxr+CFCAiDgY+DuQwHeBDwFvUmT1dbkb4E7g2IhYrpN2h1Pc5zcSuAT4W0RcW94NuLDzm1H1fQ795D8DSZIkSZIkSZIk9Q8NH3yKiG0pgmoXAMMzc6XM3J3i2M3uOBrYiyIr7xu1GmXmjMwck5mrAWsBY4FdgDN7eX6SJEmSJEmSJEnSQmv4ACCwKTAbOCMzXwEoj+dcm+5lAL6cmf+gCOgdEBFbVjeIiMUi4tGIOAIgM/+SmeOA+4CVy2Zv99L8JEmSJEmSJEmSpIXW8HcAAvdTzPPciLgeWAU4BVgMGLIA/X0H+DxwcUR8sLIiM9+KiPuB0yJiFsWRnlsAm5fPALSVn7tHxC97YX6SJEmSJEmSJEnSAmv4DMDMvBU4nuIYzinAycAPKe7p2yAiFutmf7OBIygy9I7toMnhwNXAGOBWYH/gqMz8Xll/K/BL4ELg6J6enyRJkiRJkiRJkrQwGioDMDPXr1H+TeCbHVSNAYiIxcvvb5TtP1Px7JNUHcWZmVOrygZU1L1OESA8osZc3gA+0p35AfPMoXxunY7GkCRJkiRJkiRJkhZUQwUAF0REfBj4VPn1r/WcS086ZP0P0NY2o97TaHhDhw5xnSRJanCtvq9xvyJJUnNp9b0NuL+RJKk/6PcBQOBrwDrA1zPzqXpPRpIkSZIkSZIkSaqnfh8AzMyt6j0HSZIkSZIkSZIkqVEMrPcEJEmSJEmSJEmSJPUcA4CSJEmSJEmSJElSE+n3R4A2q0v++BQzZ86u9zQa3uDBi9ZlnT474r19PqYkSf1Vq+9r6rVfaQTN8u7u/SRJlVp9bwPN8zd+YX1x46j3FCRJqskMQEmSJEmSJEmSJKmJGACUJEmSJEmSJEmSmkifHgEaEVOBTYCRmflEVd36wIPANsCqwERgeGa+0pdzlCRJkiRJkiRJkvqzemQALg5cEhEDOmlzM7AZ0NY3U5IkSZIkSZIkSZKaQ59mAJamA6OBA4HLOmqQmdOAaX04J0mSJEmSJEmSJKkp1CMAeBcwFzg7Im7KzH9UN4iI/ak6AjQiDgaOBN4HPAt8KzMvLesWA04B9gZWAWYAdwBHZubzZZtngGsogo9rAmMzc0JEbA+cBHwIWAz4C3BaZl5fMZ9tgK8D6wJ/BY6hyFI8KDMnRcRY4LjMXLLimf8eaZqZU8uyfYGjgLXLZg8BJ2bmnd1fRkmSJEmSJEmSJGle9TgCFOAwiuDjeV1pHBHHABcDtwCfAK6jOEZ077LJucAXgfHAR4GTgW2BCVVdHQtMAT4DTImIjYHJwJ+BXYC9KIKHV0fE8HLsdctnXgJ2AyYB1wKLdOeFI2IP4EqKwOGOwAHAUOBHETGoO31JkiRJkiRJkiRJtdQjA5DMfD4iTga+HchOc0wAACAASURBVBE7Z+bPa7WNiIEUGXoTM/PYsviXEfE+YEvgh8Bwigy8K8r6X0dEAPvOO3R+raLvA4DrM/PwirLngD8AmwA3AScCLwC7ZuZsisDhHOCb3Xzt1YELMnNsxVizgOuBERRBSEmSJEmSJEmSJGmh1CUAWDof2Ae4ICKmdtIugOWAGysLM3Pfit/3AoiIFSmO91yLIjg4uKqvR6v6mAhMjIglymdGAB8uq9ufHQ1cVwb/2l1HNwOAmTm+nOPQco4B7Fw1liRJkiRJkiRJkrRQ6hYAzMw5EfF/FNl2ZwGX1mj6zvLz5Vp9RcTmwEXASGA6xd17bwIDqpq+XPXcEsB3KY7+BEiKe/moeHYYMK2qn5dqzaWTOS4PXA58DJgFPAI8UzWWJEmSJEmSJEmStFDqdQcgAJn5J+Bs4AvA5jWaTS8/h1cWRsSIiNg8IpahOKrzWWCNzByamdsAv+vCFM6juDNwR2DJzFwHOLOqzYvVY3fwfS7zruWSVd+vBtYANivH2oAiIChJkiRJkiRJkiT1mLoGAEunAU9SZAF25C/Aa8DHq8rHURzDuSawLDAhM5+E/94b+BHmn1m3GXBLZt6WmTPLsh3Kz/Zn7wR2Kvtst0tVP/8C3lEe79luqw7GuiYz7604TrR6LEmSJEmSJEmSJGmh1PMOQAAy8z8RcQhwe4362RFxJvCNiHgF+BUwCtgT2JUiQPhvYExELAK8AzgcWA+YGxEDMnNujeHvB3aOiP2A5yju/zu+rBtSfo6nOBb0JxHxXYp7AseVdXPKzynAOcDlEXE+sD5wWAdj7R8RDwP/LOf+haqxJEmSJEmSJEmSpIXSCBmAZOYdwBWd1H8L+CKwB8Vxn7sCn87Mn2XmdGB3iizAnwMXAK9QBAgHApt0MvSxwG3ABOB6YFtgN+Bxiow9MvMx4BPAasDPgIOBo8vnXy/b/AU4CPgQRTDwk+VcKx0APAZMBK4B1gJGA2+0jyVJkiRJkiRJkiQtrD7NAMzM0Z3UHQgcWFE0qar+QuDCGs/eRpF1V21ARZtVO3huGkWgsNrk9l8iYjtgemauX1H20fLXJyv6upx57/SrHP8pYPsOxqq+K1CSJEmSJEmSJElaYHU/ArQf2BQ4PiKOAxJYheLewjsz8+G6zkySJEmSJEmSJEmqYgBw/sYDg4ETgZWA14AbgK/05qAHr/d+2tpm9OYQTWHo0CGukyRJDa7V9zWtvF9p5XeXJDWvVt/bgH/jJUnqDwwAzkdmzgbGlD+SJEmSJEmSJElSQxtY7wlIkiRJkiRJkiRJ6jkGACVJkiRJkiRJkqQm4hGgDeqyP77IrJmz6z2Nhjdo8KJ1Wad9Rgzr8zElSeqvWn1fU6/9SiPw3ed9d/eRktT/tfreBlr7b3ylBV0H9wOSpL5gBqAkSZIkSZIkSZLURAwASpIkSZIkSZIkSU2k6QKAEfFMRJxfo250RMyNiA3L71Mj4qZemsekiPhzb/QtSZIkSZIkSZIk1dJqdwD+AdgMeKwPxhoHLNEH40iSJEmSJEmSJEn/1VIBwMz8F3BPH431VF+MI0mSJEmSJEmSJFVqqQBgRIwG7gA2yswHyuKBEXE2cBAwB7gG+HJmvlHx3N7AScAawN+ACZl5XkX9XOBkYF9geeAQ4OPAhpm5TtlmBeAMYAdgODANuBY4ITNn9tY7S5IkSZIkSZIkqbW0VACwho8CywH7Ae8Bvg4sDXwWICL2AyYBFwDHApsC50bE4pl5dkU/Y4EjgVeA31AEACn7GAjcAswFDgemA9sDXwaeAs5DkiRJkiRJkiRJ6gEGAOENYIfM/Cf8N5vv/IgYAzwHnAlclZlHlO1vLduMiYgLKzIFb83Mi9o7jYjKMVYC/gl8KTMfLstuj4gdgK0xAChJkiRJkiRJkqQeYgAQ7mgP/pVuBC4ENgAWB1YEbo6IyrWaApwGbExxpCjAo7UGyMzngdERMTAi1gBGAOsB76YIMkqSJEmSJEmSJEk9YmC9J9AAXqr6Pq38XJHiaFCAq4G3Kn7uL8tXqHju5c4GiYgDgReBx4FLgY2AN4EBCzpxSZIkSZIkSZIkqZoZgLBs1fd3l5+vUtzVB8W9ffd18OzTXRkgIramCPqNA87PzGlleUd9SpIkSZIkSZIkSQvMDEDYOiIWr/i+OzAH+A3wF4pA4Hsy84H2H4rMwHHAMl0cY1NgLnB6RfBvRWBdzACUJEmSJEmSJElSD2rWDMD1IuKoDsr/0UHZ0sANEXEOsDZwBvDd8t4+ImIscE5EAPwKWA04C3iCLmYAUhwZOhCYEBHXASsDJwODgSFd7EOSJEmSJEmSJEmar2YNAG5Z/lT7SgdlVwEzgesp7uSbAIxpr8zM8yNiBnAMcCxFRuB1wMmZObcrk8nM2yPiGOAo4PPAC8C1FPcJHhURgzNzZhffTZIkSZIkSZIkSaqp6QKAmbnqfJqMr2g7uqL88E76vAK4opP6eY7xzMz9q76fC5zbweNja85UkiRJkiRJkiRJ6ibvAJQkSZIkSZIkSZKaSNNlADaLg9Zbkba2GfWeRsMbOnSI6yRJUoNr9X1NK+9XfPfWfHdJanatvrcB/861cx0kSY3MDEBJkiRJkiRJkiSpiRgAlCRJkiRJkiRJkpqIAUBJkiRJkiRJkiSpiXgHYIO67uE2Zs2aXe9pNLxBg2bVZZ12Wn1In48pSVJ/Ve99jX+3JUlST+rNvY37FkmS1FPMAJQkSZIkSZIkSZKaiAFASZIkSZIkSZIkqYk0xRGgETEV2AQYmZlPVNWtDzwIbAOsCkwEhmfmK708p0nAhpm5Tm+OI0mSJEmSJEmSJFVqpgzAxYFLImJAJ21uBjYD2vpgPuOAffpgHEmSJEmSJEmSJOm/miIDsDQdGA0cCFzWUYPMnAZM64vJZOZTfTGOJEmSJEmSJEmSVKmZAoB3AXOBsyPipsz8R3WDiNifiiNAI2IgMAb4P+CdwJSyn3Myc0DFc3sDJwFrAH8DJmTmeRX1c4GTgX2B5YFDgI9TcQRoRKwAnAHsAAynCEReC5yQmTN7cB0kSZIkSZIkSZLUwprpCFCAwyiCmufNr2HpdIrA3YXA7mXZWZUNImI/4Grg18DOwPeAcyPi+Kq+xgLnA4cCv6nqYyBwC/Ah4HBge+BK4Ejg4C7OVZIkSZIkSZIkSZqvZsoAJDOfj4iTgW9HxM6Z+fNabSNiKeAY4MzMPLMsuwV4CBhZfh8InAlclZlHlI/eWmb8jYmICzPzjfbyzLyoov/K4VYC/gl8KTMfLstuj4gdgK3pesBSkiRJkiRJkiRJ6lRTBQBL5wP7ABdExNRO2m0KDAZ+2l6QmXMj4ieUAUBgBLAicHNEVK7VFOA0YGPgjrLs0VoDZebzwOiIGBgRa5T9rge8G3iu668mSZIkSZIkSZIkda7ZjgAlM+dQ3Om3PFXHeVYZVn5Oqyp/qeL35crPq4G3Kn7uL8tXqGj7cmfziogDgReBx4FLgY2AN4EBnT0nSZIkSZIkSZIkdUczZgCSmX+KiLOBE4FHajR7sfwcDvytonx4xe/Ty8/Dgfs66OPprswnIramCPqNA87PzGlleUd9SpIkSZIkSZIkSQus6TIAK5wGPEntLMCHgH8DO1eVV37/C/Aq8J7MfKD9hyIzcBywTBfnsikwFzi9Ivi3IrAuZgBKkiRJkiRJkiSpBzVlBiBAZv4nIg4Bbq9RPz0iJgAnRcRMioDgZ4ENKIJ1ZObsiBgLnBMRAL8CVqMIKj5BFzMAKY4MHQhMiIjrgJWBkynuIByyQC8oSZIkSZIkSZIkdaCZMwDJzDuAKzpp8jXgHOBo4AZgEHAh8HpFH+cDh1JkBk6myCy8DtgpM+d2cR63A8cAHwemAGOAH5d9fTAiBnfrxSRJkiRJkiRJkqQamiIDMDNHd1J3IHBgRdEkgIgYBOwFfDszT2qvjIirKY4OrezjCjoJJGbmPMd4Zub+Vd/PBc7t4PGxtfqVJEmSJEmSJEmSuqspAoALIjNnRcRXgf+LiG8AbwDbUQQFD6rr5CRJkiRJkiRJkqQF1LIBwNJOwNeBicCSQAKfz8zv1XVWwJ4jh9LWNqPe02h4Q4cOcZ0kSWpw7mskSVIzcW8jSZL6g5YOAGbm48Cu9Z6HJEmSJEmSJEmS1FMG1nsCkiRJkiRJkiRJknqOAUBJkiRJkiRJkiSpibT0EaCN7M6HX2fWrNn1nkbDGzRoTl3WacPVB/X5mJIk9Vetvq+p136lEfjuvnsrauX3r+e7+3+jqS+1+t4GWvufdZVcB9egXX9ZB/9eSq3FDEBJkiRJkiRJkiSpiRgAlCRJkiRJkiRJkpqIAUBJkiRJkiRJkiSpiTTFHYAR8QywCvCtzDyug/pVgGfKr8Mz85UeGvOmzDxiYfuSJEmSJEmSJEmSekozZQDOBXarUbdHL4y3K/DNXuhXkiRJkiRJkiRJWmDNFAD8HbBaRHywg7o9gYd7crDMfDAzn+nJPiVJkiRJkiRJkqSF1RRHgJYeApYHdgcebC+MiJWBjYCxwMiK8o8Ap5dlrwJXAF/LzLcjYlPgt8DZmXli2X5z4DfACZn5zeojQMtjRs8GtqPIRpwKHJ2Zz5X1qwLfALYGhgC3A8dl5hM9vhKSJEmSJEmSJElqWc2UAQhwPfMeA7oHcC/wfHtBRGwLTAGepjjK82zgWOA7AJl5T/n7MRGxZkQMBi4H7gbOqR40IpYG7qIIJh4G7A+sCUyJiEUi4j3AfcAaZf0BwGrAXRGxYk+8uCRJkiRJkiRJkgTNlQEI8GPg+IhYMzP/UpbtCVxb1e504J7M/HT5/ZaIeA2YFBFnl0d7ngzsDEwAfg+sDHwiM+d0MO4BFNmHIzLzaYCIeB64gSIQ+HngHcBHMvOVsn4q8FeKwOOxC/vikiRJkiRJkiRJEjRZBmBm3gc8R3EMKGXm3cYUgcF2Q8qymyJi0fYf4BaK9dim7GsG8H/A9sCJwJcz88kaQ28OPNIe/CuffygzV8vMR4BRwB3twb+y/hXgVxRHgkqSJEmSJEmSJEk9oqkCgKXKY0D3AO7LzOcr6gdQvPdZwFsVPy+X9StUtL2TIqAIRYCwlndWPN+RZYGXOih/CVi6k+ckSZIkSZIkSZKkbmm2I0ABfgIcFRGrUgQAq4//bD/C83TgZx08/2LF7ycAw4GngEuAbWuMOR14f3VhRHwM+APwGvDuDp5bHni1Rp+SJEmSJEmSJElStzVjBuDvgL8DhwCb8v8f/wnwJvBH4P2Z+UD7DzCLIivwvQARsSYwBjgDOAj4cEQc1MmY60TEKu0FEbEWMBlYD7gL2CYihlXUD6MIKP524V5XkiRJkiRJkiRJ+p+mywDMzDkRcQNwLHB/1fGf7b4K/DQipgM3AMMoMgLnAH+KiAHAZcAzwNmZOSsirgS+GRGTM/PFqv6uAI6muFdwLPA2MA64D7gdeAzYH7gtIsZRHEN6CkXQcUJPvbskSZIkSZIkSZLUjBmAUBwDuhhwXUeVmflzYBdgQ+DnFEG4u4FtMnMGcASwBXBYZs4qHzsOmAtc2EF/bcAo4ElgEkXw8CHgE5k5uwxCbkVxvOj3gcuBZ4HNMvOFHnhfSZIkSZIkSZIkCWiSDMDMXLXq++0UWXaVZZMognPt328EbqzR33nAeVVlLwPLdjLm08CunczxEWCnTl5DkiRJkiRJkiRJWmhNEQBsRqNGLklb24x6T6PhDR06xHWSJKnBtfq+ppX3K767796KWvn9W/nd1VpafW8D/u+9nevgGrRzHSQ1omY9AlSSJEmSJEmSJElqSQYAJUmSJEmSJEmSpCZiAFCSJEmSJEmSJElqIgYAJUmSJEmSJEmSpCayaL0noI798aE3mDVrdr2n0fAGDWqddVpjxGL1noIkSQuk1fc1rbRfqea7++79nXtwSR1p9b0NNNc/6xdGf1sH/65JUmsxA1CSJEmSJEmSJElqIgYAJUmSJEmSJEmSpCbS1AHAiJgaETf1Qr9jI+L1nu5XkiRJkiRJkiRJWlhNHQCUJEmSJEmSJEmSWo0BQEmSJEmSJEmSJKmJLFrvCfSViFgMOBY4AFgFeAI4KzOvLutXBZ4GjgKOBhYHdsvM30XEccAXgWHA9cCLHfR9CrB32fcM4A7gyMx8vmzzDHAhsBqwF8Xa3wAckZn/7qXXliRJkiRJkiRJUotppQzA7wNjgEuBnYHfAldFxEFV7cYBJwBfBn5fBv/GA5OA3YFBFAHCSudSBAjHAx8FTga2BSZUtTsJWBb4NP8LGJ6y8K8mSZIkSZIkSZIkFVoiAzAi1qUIuh2amd8ti2+NiGWAMyNiYkXz72fmj8rnBlIEAy/NzFPLsl8ADwHvr3hmOHBcZl5Rfv91RASwb9VUXgD2zsy55fijgR3LMSRJkiRJkiRJkqSF1hIBQGBU+XldVfk1FIHBtYDXy7JHK+qD4tjPKe0FmTk3Iq4Hjq8o2wsgIlYE1iz72xIYXDXefWXwr90LwPoL8D6SJEmSJEmSJElSh1olALgsMDszX6sqf6n8XJr/BQBfrnoO4JWq5/5R+SUiNgcuAkYC04EHgTeBAVXPzaj6PofWOoZVkiRJkiRJkiRJvaxpgk8RsVFEjK8qXgT4D/AasGhEvLOqfvny89Ua3baXv6uqfLmKcZcBbgKeBdbIzKGZuQ3wu26+giRJkiRJkiRJkrTQmiYACKwLnBAR7wKIiAHASsDfgLvKNntWPbMXRcbfEzX6fBx4EditqvxjFb+vSZEpOCEznyzHHgh8hHkzACVJkiRJkiRJkqRe1UxHgN5Kke13fkRcDOwMrAb8JDMfjoifAOdExFLAw8AuFPf/HZ6ZcyJing7L+/6+ClwaES8BtwGfAjYE3i6b/QX4NzAmIhYB3gEcDqwHzI2IAVX3/kmSJEmSJEmSJEm9pmkyADPzBWB3IICbgR2Bz2fmnWWTfYHzgaOBnwNbAJ/JzAvn0+/lwMHArsDPgHcDZ1TUTy/HXbbs9wKKOwP3pFjfTXrmDSVJkiRJkiRJkqT5a6YMQDJzMjC5Rt1M4ITyp6P6Z6hxZGdmXgZcVlV8ekX9bcD6HTw6oKLNqh30exRwVEdjSpIkSZIkSZIkSQuiaTIAJUmSJEmSJEmSJDVZBmAzWW/9JWhrm1HvaTS8oUOHuE6SJDW4Vt/XtPJ+xXf33SWpGbX63gb8Z30710GS1MjMAJQkSZIkSZIkSZKaiAFASZIkSZIkSZIkqYkYAJQkSZIkSZIkSZKaiHcANqgnH3iDmbNm13saDe+VQa5TR1b6wGL1noIkSf/V6vuaVt6vDN283jOQJKnntfreBv63v/HfP0iS1LjMAJQkSZIkSZIkSZKaiAFASZIkSZIkSZIkqYnU5QjQiNgFOAz4IPAO4EngMuCSzHyrF8ddFXga2DMzf9ybfUfEWOC4zFyyJ8eRJEmSJEmSJEmSOtPnGYARcQFwPfAicDCwK3AT8E3gmohYpK/n1EsuA7ap9yQkSZIkSZIkSZLUWvo0AzAiPkeR+XdIZl5SUfXLiPgzcA2wD3BlX86rN2TmC8AL9Z6HJEmSJEmSJEmSWktfHwF6PPBwVfAPgMz8UURsBLwKEBEbA2OBzYEhFMdrnpOZ3y3r96fIGvwMcDawBvAwsB+wJjAeWAmYCnw+M1+uGO59ETEV2LTsd1xmXt1eGRHDgLOAjwHvBO4BvpyZD1S02QT4FvAh4Cng1Mr3qT4CNCKWBsYBnwRWAKYDk4EjM7OtS6snSZIkSZIkSZIkzUefHQEaESsA61AEvTqUmcdl5uSIWBm4A3gd2BPYBXgcuDgiRlY8shRwEUWwbi/gvcDNwBnAScAxwHYUgbdKZwB/KPu9F7gqIrYr57kk8LvyuRPLfgcAd0bEumWbVYFfAf8B9gCuACbOZwmuLsc7EfgoRfByH2DMfJ6TJEmSJEmSJEmSuqwvMwDfU34+24W2awN3A/tm5lsAEXEvRXbgKIpMP4BBwImZ+aOyzaYUAbatM/POsmwrYJOq/q/JzGPK338REWsBXwF+CRwAvB9YNzMfLfv4BUUAciywO/AlYCawc2bOACZHxACKjMB5RMTi5VwPzcxbyuKpEbE5sHUX1kOSJEmSJEmSJEnqkr4MAL5dfs436zAzpwBTImLxiPgAxfGeG5XVg6ua31fx+0vl5wMVZa8CQ6ue+UnV9xuBE8rfRwGPtAf/yvnMiogbgM+WRVsAvy6Df5V9dhgAzMz/UGT9tWcPjqDIhvwARRahJEmSJEmSJEmS1CP6MgD4XPm5cq0G5TGhL1Ecufkt4BCKzLmngDvLZgOqHvt3dT9VgbmOvFT1fRqwZEQsBSzbQX37M0uXvy8L/LGq/h+dDRgROwPnAu8DXqEIUs4AFpnPXCVJkiRJkiRJkqQu67M7ADPzFeBBYIdOmv0SuA04GTgY+BywdGaOoDh2s6csW/X93RRHer4BvFZ+r7Y8RTYh5ee7quqXqzVYRKwBXEdxb+B7M3N4Zn4MyO5PXZIkSZIkSZIkSaqtzwKApQnAehFxYHVFRHyG4kjMq4DNgAcy87rMfKNs0h44rM4AXBD/DUKWd/ftBtyZmXOAu4C1y3sB29sMAnYFflsW3QFsExGVR4vu2Ml4H6LIZByfmS+UfS4BbEnPvI8kSZIkSZIkSZIE9O0RoABXAjsBl0TEJsDPgDnA9sBhwLXARGBV4MSIOAL4E8X9f18F5gJDemAeB0TE3ymO4TwIWBs4vKybCBwFTI6IU4DpwNEUWYFnlG0mUGQoTomIM4D3AGM7Ge9BijsQvx4RFwHDgOMosgpn9sD7SJIkSZIkSZIkSUAfZwBm5lxgb4pg30jg+xRBv62ALwL7lm3GA98DTgVuAvYp62+jyA5cWF8Cdin7XhPYMTN/W87x38Ao4F7gAuAaiiDlqMx8sGzzMrA1xZGh1wLHUNxXWOu9H6c4znQkMBn4BkXw8TBg5YhYsQfeSZIkSZIkSZIkSWLA3Llz6z0HdeCxu/81d+as2fWeRsMbPGhRXKd5rfSBxf6/70OHDqGtbUadZtN/uE5d4zp1jevUNa5T1zTCOg0fvtQCH1ve6vuaVt6vrL35MnX/7269NML/buulld8dWvv9fXffvb9YmH0NuLeB/+1vqv/9Q6vpj//972muQcF1KLgOrkE716Fv16DW3qav7wCUJEmSJEmSJEmS1Iv6+g5AddHqGy7R8hHyrvD/k0CSpMbX6vsa9yuSJDWXVt/bgPsbSZL6AzMAJUmSJEmSJEmSpCZiAFCSJEmSJEmSJElqIgYAJUmSJEmSJEmSpCbiHYAN6m93v86smbPrPY2G98bgOa5TF3S2TsuuP6iPZyNJajWtvq9p5f2K7+67NxP3zZLatfreBpr3n/Xd1dPr4N8aSVJPMgNQkiRJkiRJkiRJaiIGACVJkiRJkiRJkqQmYgCwFBFjI+L1nuwjIp6JiPMXfnaSJEmSJEmSJElS13gHYO/aFfhnvSchSZIkSZIkSZKk1mEAsBdl5oP1noMkSZIkSZIkSZJaiwHADkTEJGBJ4DfAMcC7gHuAwzLzsYp2xwFfBIYB1wMvVvXzDHBTZh5Rft8YGAtsDgwBngbOyczv9ub7SJIkSZIkSZIkqXV4B2Bt2wH7AUcCnwHWACa1V5bBv/Fl2e7AIODoWp1FxMrAHcDrwJ7ALsDjwMURMbI3XkCSJEmSJEmSJEmtxwzA2pYCdsrMvwNExErAtyNiOYp7/U4ALs3MU8v6XwAPAe+v0d/awN3Avpn5VvnMvcCrwCjg4V58F0mSJEmSJEmSJLUIA4C1Pdse/Cu9UH4uQXEk6DBgSntlZs6NiOuB4zvqLDOn/D/27jze9mp+/PjrNl1N1LdChpTprShTSvhSKqVJmUKoyNyo+pHQFQ18ZZ6LBoRvpHlEKZUkQspb9E0ipTTeaLy/P9ba3c/d7XPOvufuc84eXs/H4zz22Z/P+nw+a63P3vvz3nt91lrA6RHxsIhYi9Kj8Hl19exeZ16SJEmSJEmSJEmjyQbAsd3V9vyB+rgYsGL9/6a2NP8Ya2cRsThwGPAOynChfwbOq6tnLVJOJUmSJEmSJEmSpMo5ACfn5vr4yLblK42zzf7A24E3Aw/PzKcCu09B3iRJkiRJkiRJkjTC7AE4OX8E/g68Ejihsfzl42yzAfDLzDyusWzz+mgPQEmSJEmSJEmSJPWEDYCTUOf7+zBweETcAJwNvBZYF7h/jM0uAd4fEbsCv6PM//dhYB6wzNTnWpIkSZIkSZIkSaPAIUAnKTO/ThnSczvgROBRwEHjbHIocDRwAHAK8AZgN0rj4QZTmllJkiRJkiRJkiSNDHsAVpk5B5hT/9+pw/oTaBuqMzOPAI5oS/qxxvrVG//fBbyt/jUdPelMS5IkSZIkSZIkSW3sAShJkiRJkiRJkiQNEXsA9qnHbrAct95610xno++tsMIy1lMXrCdJ0kwa9bhmlK/Dlt2yS9IwGvXYBvysb7EeJEn9zB6AkiRJkiRJkiRJ0hCxAVCSJEmSJEmSJEkaIjYASpIkSZIkSZIkSUPEOQD71C3n3ME999w309noe7csdb/11IV+rKfZ68+e6SxIkqbJqMc1/Xgdni6W3bJ3y9hQ0iAZ9dgGBvM657VGkjRq7AEoSZIkSZIkSZIkDREbACVJkiRJkiRJkqQhYgOgJEmSJEmSJEmSNERmtAEwIs6NiFPGWLdhRMyLiHWnOA9zIuLOqTyGJEmSJEmSJEmSNF3sAShJkiRJkiRJkiQNERsAJUmSJEmSJEmSpCGyxExnoFsRsQ7wcWD9uuhUYJ/MvKGuPwpYDjgfeC/wSODnwLsz88rGfvYBdgNWBo4H/t52nGuAUzJz18ayzwDbZubq9fk8YH9gB+DRwDsy8/sRsQOwJ/D0uullwPsz87y63bLAZ4EtgRWAK4GPZebxi1Q5kiRJkiRJkiRJUtUPPQBnRcQS7X/AgLMWhwAAIABJREFU4q0EEfEsSmPeUsCOwB7Ai4Gf1ka1lk0a698IPAU4qrGffYBD67JX1f3tNcl8zwG+ALwTOD8iXg18k9IwuQWwM6WR73sRsVTd5pPAS4HdKY2AVwDHRcSak8yDJEmSJEmSJEmStIB+6AG4BXDvBGk+BPwTeHlm3gMQEZcCvwPeAny+plse2DIzr69pHgt8NiJWAm4B3gccnpkH1PVnUnrpPWkS+T4rM7/cehIRTwa+mJlzGsvuofQyfCpwOaXR8uzMPK6u/xlwA/1xHiRJkiRJkiRJkjQE+qHh6Wd07oX3XOAr9f8XA99pNf4BZOYVEfFb4CXMbwD8S6vxr7quPi5LGRJ0ZeD0xj7mRcTxwL6TyPcVzSeZeShARKwAPA0IYJu6enZ9vBB4W0SsCpxCGWp070kcW5IkSZIkSZIkSeqoHxoAb8vMX7YvjIjlGk9XpPSUa3cD8PDG87va1j9QHxer+wC4qS3NP7rP6gJubD6JiEcDXwdeDtwD/B64pq6eVR93p8w5+CZga+CBiPgh8JbMvH2S+ZAkSZIkSZIkSZIe1A9zAHbjX8CjOix/NHBzl/topXtk2/KV2p7P46H1shwTO5Yy5+AGwHKZ+VxKg+CDMvPfmXlAZj6R0kvww8BWwMe72L8kSZIkSZIkSZI0oUFpAPwZ8IqIWKq1ICLWBNYGLuhyH3+k9L57Zdvyl7c9vx14TOM4iwEv6GL/GwDfzcyLM/O+umzz+jgrIhaPiMsjYk+ALA4CLgJW67IMkiRJkiRJkiRJ0rj6YQjQbhxEmT/v9Ij4NPAI4GOUITaP7mYHdb6/DwOHR8QNwNnAa4F1gfsbSU8H9o6I3Sjz/L2D0mvwzgkOcQmwU52X8BZgO+Bddd0ymXl/RFwMHBAR/wH+ADwf+O96DEmSJEmSJEmSJGmRDUQPwMy8FHgpsCRwHPBZ4HzghZl5x0Ls5+vA2ymNcydShhU9qC3ZQZThPA+qx7oeOKSL3e8MXAkcCXwXWBPYEJhL6R0IZQ7AbwL7A2cCbwH2rvmSJEmSJEmSJEmSFtmsefPmzXQe1MGNZ90675577ps44YhbaqklsJ4m1o/1NHv92TOdhYdYYYVluPXWu2Y6G33PeuqO9dQd66k7/VBPq6yy/KzJbjvqcU0/Xoeni2W37N3qx9hwsvrhM3umWHbLPigWJa4BYxsYzOvcVFxrBvH132vWQWE9FNaDddBiPUxvHYwV2wzKEKAjZ8WNlh/5N0g3/CDpjvUkSZpJox7XjPJ12LJbdkkaRqMe24Cf9ZIkDYKBGAJUkiRJkiRJkiRJUndsAJQkSZIkSZIkSZKGiA2AkiRJkiRJkiRJ0hCxAVCSJEmSJEmSJEkaIkvMdAbU2Z0/vokH7rlvprPR9+5c6i7rqQuDVk+LbfDwmc6CJKmHRj2uGbTrcC9Zdss+ika5/Jbdsi+qQfkuOOqxDYz2a77JephcHQzKe12SBp09ACVJkiRJkiRJkqQhYgOgJEmSJEmSJEmSNEQGrgEwIi6LiHkR8byZzstEaj73mel8SJIkSZIkSZIkaXQM1ByAEbE2sA5wBbALcMnM5mhCGwB/melMSJIkSZIkSZIkaXQMWg/AHYHfAEcAr4+IZWc4P+PKzJ9n5vUznQ9JkiRJkiRJkiSNjoHpARgRiwNvAI4Gvgd8EngtcGRdv1Nd9nHgfcDNwLOBucBbgS2BzYHbgI8CJwFfAzYCrgP2yMzTG8fbFPgYpcfhzcA3gI9k5v11/TXAl4A1gO0pdflDYNfMvKOmmQfsm5mfrM83Az4APAdYEvgDcGBmHt+7mpIkSZIkSZIkSdIoG6QegJsCqwLfzsy/Az+mDAPatAKwM7ADsH9m3lWXfxq4CtgauAj4AvAj4ALgNZRGwW9HxDIAEbExcDrwf8B2wP8AewOfazveB4AVgdcBHwReXx8fIiLWA04DLgdeQWk0vAs4NiJWWbiqkCRJkiRJkiRJkjobmB6AwJuBX2fm5fX5McA3I2LNzLyyLlsc+HBmntm27YWZ+X6AiPgb8Ergosw8uC77D6VB8KnAZZSefz/PzNfV7c+IiH8BR0XE/2TmNXX5dcDrM3MecFZEbAhsQemB2O7pwPGZ+Z7Wgoi4FvgVsD5wykLXiCRJkiRJkiRJktRmIBoAI2J5Sq+5QyJihbr4J5QedLtQeue1XNFhF79o/H9DffxlY9nN9XGF2gtwPWD/iGjWzxmUHpMbUYcdBX5RG/9argOe1akMmXkkcGSdt3BNSmPjS+vq2Z22kSRJkiRJkiRJkhbWoAwB+hpgGcrcfbfUv7/VZW+OiKUaaW/ssP0dHZbd1WEZlCE9FwMOAe5t/LX2u+o4+3iAMeo0IpaNiG8Bt1KGIf0A8LC6etYYeZEkSZIkSZIkSZIWykD0AKQM//kLHjq05tMp8/m9oofHur0+fgw4scP6v09yv58HXkYZIvS8zLw7ItaizFcoSZIkSZIkSZIk9UTfNwBGxGrAi4HdM/PctnXnAx+kDAP6nV4cLzPviIjfAE/KzAeHCY2IdYDD6vEm0wi4AXBGZp7dWLZ5fbQHoCRJkiRJkiRJknqi7xsAKb3/5gE/aF+RmfdHxPeA3YALe3jMDwMnRMRtwA+BlSk9Ah8AfjfJfV4CbBMROwLXUub/27euW2bRsitJkiRJkiRJkiQVgzAH4BuBCzLz+jHWf5tSjrf06oCZeRJlWNF1gZOAz1Dm7dsoM8eaO3AiewNn130dD2wMvBL4I6V3oCRJkiRJkiRJkrTI+r4HYGY+bYL1lzDOEJqZOavt+a3t6TPzsg7LTgZOHme/q3dYtiewZ6djZ+Y/gdd02NVpYx1DkiRJkiRJkiRJWlh93wA4qpbbeGVuvXWynQ1Hx3IrLGM9dcF6kiTNpFGPa0b5OmzZLfsoGuXyW3bLPipGPbaB0TzvnVgP1oEk9bNBGAJUkiRJkiRJkiRJUpdsAJQkSZIkSZIkSZKGiA2AkiRJkiRJkiRJ0hCxAVCSJEmSJEmSJEkaIkvMdAbU2dxz/soD99w309noe3OXWsJ66oL11J3x6mmx9R81zbmRpOEx6nHNKF+Hh6XsxgGSpKZRim28BkqSNLjsAShJkiRJkiRJkiQNERsAJUmSJEmSJEmSpCEycA2AEXFuRJwyxrpnRcS8iNhwmrPVKS871bysPNN5kSRJkiRJkiRJ0ugYuAZASZIkSZIkSZIkSWOzAVCSJEmSJEmSJEkaIkvMdAamUkRsBHwcWBu4GngvcCqwS2YeVdNsBnwAeA6wJPAH4MDMPL6unwNsBRwGfARYDfgdsEdmXtg41puB/ev6c4Aft+VlFrA7sAvwFOBe4OfAezPzdz0vvCRJkiRJkiRJkkbS0PYAjIi1gdOBG4BXAkcB/wss3kizHnAacDnwCmB74C7g2IhYpbG7pwIHAnOAVwFLA8dFxBJ1P68BjgbOBralNDYe0palvSmNkUcAmwG7AWvVfEmSJEmSJEmSJEk9Mcw9AN8PXAdsl5n3AadHxAPAJxtpng4cn5nvaS2IiGuBXwHrA6fUxcsDm2TmL2qaxYETgWcClwL7AWdk5q41/ZkRsRqwdeNYjwc+mpmfrc9/GhErAp+KiOUy885eFVySJEmSJEmSJEmjaxAbAOd1mWZD4Lja+NdyHI0GwMw8EjgyIpYF1qT09HtpXT27sd19wC8bz6+rj8tGxDLAs4A92/LwAxoNgJm5B0DtWfi0+tdaPxuwAVCSJEmSJEmSJEmLbBAbAO9iwca5pqUaaVYG/tm2/obmk9rw91XK0J8ACVxW/5/VSHp3Zj7QeN76fzFghZr2prZj/aPtWE8DDgdeVPP3G+D2DseSJEmSJEmSJEmSJm0Q5wC8AXj0GOseVx//AfwdWKVtffvzzwMvA7YAlsvMZwAHL2R+bqH0OHxk2/KVWv9ExGLAycCSwNrA8pn5AuCkhTyWJEmSJEmSJEmSNK5BbAA8D1grIqLDum2Bv2TmX2u6LWvjW8sr2tJvQJm77+zMvLsu27w+dtUrLzP/Dfwc2K5t1RaN/1cBngx8LTMvb/QmXKhjSZIkSZIkSZIkSRMZxCFAjwX2Bn4UEQcDV1B6321HGcrz9TXdoZThPH8QEV+lzO/30bqu1QB3CbBNROwIXEuZ/2/fum6ZhcjTAcAZEXEk8N26nwcbBDPzhoi4FtgzIm4A7gd2BLaaxLEkSZIkSZIkSZKkMQ1cD8DMvAf4b+D7wD7AmcBXgEcBW2Tm/9Z0VwJbA2sAJwJvB/aqu7mzPu4NnA18Bjge2Bh4JfBHSu/AbvN0dt1u3XqsFzC/IbHllfW4/wscSWn026Su6/pYkiRJkiRJkiRJ0ngGsQcgmXkrpTFvr7HSRMQmwG2Z+azGspfVf/9U9/NP4DUdNj+tcaw5wJy2419G27CdmXkipfGv6UuN9ZdSGgbbOfynJEmSJEmSJEmSemYgGwC79Hxg34jYB0jgCcCBwHmZ+dsZzZkkSZIkSZIkSZI0RYa5AfBQYDbwfuCxwL+AHwL7zWSmurXsRo/n3lvvmuls9L1lV1jGeuqC9dQd60mSpsaoxzWjfH0Z5bJLkobXqMc2kiRpMAxtA2Bm3gd8qP5JkiRJkiRJkiRJI2Gxmc6AJEmSJEmSJEmSpN6xAVCSJEmSJEmSJEkaIkM7BOigm/vTq3jg7vtmOht9b+7sJaynLlhP3bGeumM9dcd66s4o1dNi6z1hprMwY0Y9rhml13k7y27Zp9Iof65KmlmDEtv4OSlJ0mizB6AkSZIkSZIkSZI0RGwAnKSImDXTeZAkSZIkSZIkSZLaTckQoBFxDXBKZu7atvwlwOnAr4HNMvPOqTj+VIuItwFPAD4403mRJEmSJEmSJEmSmqatB2BErA+cAvwG2HxQG/+q/YEVZjoTkiRJkiRJkiRJUrtpaQCMiGcBZwBXUHr+3TEdx5UkSZIkSZIkSZJGzZQMAdoUEWsCZwF/Al6WmbdHxErA34H9M/OTjbQvAC4A1gFeBWwFnA/sDPw+M18YEf8FfLauewA4AngksEZmbhgRPwAiM5/Rlo8ETgbuBA4YI7sbZea5EbEFcCCwVk1/CrBPZv6rDm/6BOA9EfGezJxV978DsCfw9Lqvy4D3Z+Z5df1RwHK1PO+tef458O7MvHIhqlSSJEmSJEmSJEka05T2AIyIJwI/Av5Bafy7DSAzbwZOA17ftskOwGWZ+bv6/JnA8yiNgQdHxCxKI94mwB7ALsAWbfs5Bnh6RKzdyMfzgKcC36Q0GG7Q+Ptv4Brg98AlEfEE4HhKQ+QWwN7A1sAX6+62q+X5ft2eiHh13fepdZudKUOEfi8ilmrkbRNgx5r3NwJPAY6aoBolSZIkSZIkSZKkrk1lD8DHAT8BVgXmAbPa1h8N/DAiIjMzIpYAXgsc0pa/PTPzlwARsSnwAmpPvbrsYuDqxjanAf8E3gDsV5ftAFyemb+pz69rJY6IzwMrUeYlnFt7/80GDs3M62uaOym9/sjMX0fE3cANmfnzupsnA1/MzDmN/d5DaUh8KnB5Xbw8sGVjv48FPhsRK9VGUUmSJEmSJEmSJGmRTGUD4CuA31B6w50JfIXSwNdyKnAzpffeHGBzYEXgO237aQ6PuSFwW6vxDyAz/x4RF1J7M2bmvRHxXeB1wH4RsXj9/7D2DEbETsCuwGszM+viS4G7gV/U/ZwKnJSZ949V0Mw8tO5vBeBpQADb1NWzG0n/0mr8q1oNkcvWupAkSZIkSZIkSZIWyVQOAfoHYNPMPAf4KPCaiHhza2Vm3ktp7GsN37kD8KO2BrK5mTm38XxlSu++dje0PT8aWD0iNqAMu7kKcGwzQR0W9CvApzPzuEa+rgY2pjRe7gacA1wXEduNVdCIeHREnAr8CzgX2L2xutnz8a62TR+oj1M6FKskSZIkSZIkSZJGx1Q2PP04M1uNdYcAvwI+HxGrN9IcAzw1ItYFtqLMozeev1Ma89otsCwzL6XM6fdqyvyBP8nMv7XWR8SjKMNzXgL8v/adZeYFmbkV8F+Unnx/Ao6LiMeMka9jKfP5bQAsl5nPBb4+QVkkSZIkSZIkSZKknpuWnmeZeR+wI/Aw4JsR0Rqu8xLKEJ+fqklPmGBX5wGPiIgXtxZExCqUhrd236QMQ7oljYbFiFgS+D6wJLB9zRuN9btExNURsWRm3pWZJwMfBBYHHluTtQ8HugHw3cy8uLG/zetj+9yHkiRJkiRJkiRJ0pSZyjkAF5CZl0fER4CDgPcDB9dVx1B6CB7TNtxnp32cExHnA8dGxPuBOyiNcw9j/nCaLd+qx/gPpbdfy6eBFwHvAB4bEas11l1HaWT8PKXH35eApeox/g+4rKa7FXhubYg8n9KTcKeI+C1wC7Ad8K6adpnxyiRJkiRJkiRJkiT10nTPPfdxSmPZnIh4bl12en2caPjPllcDFwBfBr4BnFWf39lMVIf8/C3ww8xsrtuqPn4V+AVwUeNvl8z8I7A18EhKT8FjKXMMblrnLYTSsPhk4AxKr8CdKT0ZjwS+C6wJbAjMpXPvREmSJEmSJEmSJGlKTEkPwMxcfYzl9wPrtS3eDPgr8JO2tHOAOc1lEbEG8Dxgh9ZQmxGxOHANcFxb2lWBtYF9u8lbW5ofAT8aZ/0PgB90KEe75Rrb7NRhPyfgEKGSJEmSJEmSJEnqoWkbArRdRLyK0hi4K3BAZrYP4dnJLEpPwU0j4juU4Tl3AVYBDq/7fRLwRmBbSq+8H/c+95IkSZIkSZIkSVJ/mrEGQOApwG7AicBnu9kgM6+OiFcAHwJOqIsvATbMzCvr81nAnpRhO7fPzHk9zfU0WfYlT+HeW++a6Wz0vWVXWMZ66oL11B3rqTvWU3esp+5YT6Nh1OOaUX6dW3bLLknDaNRjG0mSNBhmrAEwMw8FDp3EdmdQ5t4ba/2fgBUXIWuSJEmSJEmSJEnSwFpspjMgSZIkSZIkSZIkqXdsAJQkSZIkSZIkSZKGyEzOAahxzD3vd8y7576Zzkbfm7vUEtZTF6yn7lhP3bGeumM9dcd66s549TRr3Zjm3Cy8UY9revk6H4TzLUnSsFvY2MbrtyRJmgn2AJQkSZIkSZIkSZKGiA2A0ywiZs10HiRJkiRJkiRJkjS8bABsExHnRsQpY6zbMCLmRcS6Xe5rTkTc2Xj+CuArY62XJEmSJEmSJEmSFpUNgFPrCGCjxvO9gMeOs16SJEmSJEmSJElaJEvMdAaGWWZeB1w32fWSJEmSJEmSJEnSwrIBcBFExGbAB4DnAEsCfwAOzMzj6/o5wD6ZuVxEnAu8pC6fB6wB7NRaP+2ZlyRJkiRJkiRJ0lCyAbCzWRHRqW4Wb/0TEesBp1Hm9PsIsDzwPuDYiHh8Zv6zbdt3A98C7gL2Aa6fioxLkiRJkiRJkiRptNkA2NkWwL0TpHk6cHxmvqe1ICKuBX4FrA+c0kycmVdExO3AnZn585q+p5mWJEmSJEmSJEmSbADs7GfAXh2WP5fS44/MPBI4MiKWBdYEngq8tKabPR2ZlCRJkiRJkiRJktrZANjZbZn5y/aFEbFc4/9lga8C29dFCVxW/5815TmUJEmSJEmSJEmSOlhspjMwwD4PvIwyXOhymfkM4OCZzZIkSZIkSZIkSZJGnT0AJ28D4IzMPLuxbPP6OFYPwPunNkuSJEmSJEmSJEkadTYATt4lwDYRsSNwLWX+v33rumXG2OZW4FkRsSFw8ZTnUJIkSZIkSZIkSSPHIUAnb2/gbOAzwPHAxsArgT9Segd28ilgNnAG8OxpyKMkSZIkSZIkSZJGjD0A22TmhuOsO5cFh/d8TYdkpzXSzwHmNJ5fADyukfbC5npJkiRJkiRJkiRpUdkDUJIkSZIkSZIkSRoi9gDsU8u+eG3uvfWumc5G31t2hWWspy5YT92xnrpjPXXHeuqO9dSdQa+nUY9rBv38SZKkBY16bCNJkgaDPQAlSZIkSZIkSZKkITJr3rx5M50HSZIkSZIkSZIkST1iD0BJkiRJkiRJkiRpiNgAKEmSJEmSJEmSJA0RGwAlSZIkSZIkSZKkIWIDoCRJkiRJkiRJkjRElpjpDGhBEfE24P8BjwMuA96bmRfNbK76R0RsA3w7M5dvLJsFfAB4B7AycAGwW2b+YWZyOTMiYnFgD+BtwGrAX4AvAV/MzHnWUxERSwEfBt5EqYeLgX0y81d1vfXUEBGzKZ9FF2fmTnWZdVRFxErATR1W/SAzX21dFRGxMXAwsA5wI3AUcGBm3m8dQURsCJwzTpLVgWsZ0Hoaxtimi2vuusAlHTY9LDP3qfuYDRwKvB5YFjgT2D0z/z4NRZi0XnzuDXDZN2Ti9+oqDNm5n2z83U05I2JF4NPA1pSbU39A+Yy4farL1Y0xyr408EFge+DRwFXAoZn5vUaaVwPHddjlbpn5hZqmr8sOY5a/J59v/V7+9rJHxE7AkWOlz8xZNd1AnvtefJcchvPejWGMa8bTi5hnGIz6975exUCDbCrjoUEylbHRIJnKGGlQTGWs1O+mK27qFXsA9pGIeDPwFeBbwKuAW4EzI2KNGc1Yn4iIF1DqZlbbqg9TLjSfBF4HPAL4cUQ8YnpzOOM+RPmB/VvANsD/Ap8B9q3rrafi08DulA/Z7YC7gHMi4gl1vfW0oAOAp7Uts47me2Z93AzYoPG3X10+8nUVES8ETgeuBLYEvgC8j1IvYB0B/IoFXz8bABsBNwNnA39lQOtpiGObia656wBzeeh5/VxjH18B3gy8H9iZ8nlyWv0y0c968bk3qGXv5r06VOd+EePvbsr5A2BD4J3AnpT307E9L8gkjFP2LwPvobzntwXOB74bEa9tpFkH+BMPfR00f+zo27LDuOXv1Wu8b8s/RtlP5aFl3ga4GziikW5Qz30vvksO9HnvxhDHNePpRcwzDEb9e1+vYqCBNA3x0ECYhthoIExDjNT3piFW6nfTFTf1hD0A+0RtGT4Q+FpmfqQuOxtIYC9Kg8VIqi3iewAfpXyQLtVYtzywDzAnMz9Xl51PaXl/K/Cpac/wDIiIxYD3Av+TmQfVxT+OiFWAfSLiy1hP1A/atwHvz8wv12XnU4LWN0XEZ7GeHhQRz6Z89tzUWOZ7bkHrADdk5lntK6yrBx0KnNXqQQr8pN5Bu1FEfArriHrX+8+byyLiM8A8YAfK3WADV0/DGttMdM0FPkH5bLg8M38+xj6eRAn239C6MzYifkOpm1cAx09tKRbJIn3uDXLZJ3qvZuYDETEU535R4+9uyhkRG1F+PHx+Zl5c01wH/CgintManWG6TVD2VYAdgV0y8+t18Y9qefehfPmH8j65dJzXQV+WveZjzPJXi/wa79fyj1f2zPwn8M+29CcA17Dg9Wzgzn0vvksO8nnv1rDGNePpRcwzREb6e18vYqBBNB3x0PSVZvKmIzYaBNMRI01R1ntmOmKlfjddcVMv82wPwP7xZOAJwEmtBZl5L6X1fPOZylSfeDnlrqp9gc+3rXs+sBwL1tstwE8ZrXp7BHAMD/2ASMowDC/FeoJycVqfBbuk30sJWmfj6+lBEbEE8A3gf4C/NVZZRwtaB/jtGOtGvq5qAPRC4GvN5Zn5/szcEOuoo4hYC9gV+GANoge1noY1thn3mhsRyzL+ZwOU6zLAKQ9unHkV8Hv6v24W9XNvkMu+gA7vVRiec7+o8Xc35dwEuLHVEFCdA9zOzNbFeGVfnnK3bvsPwAk0ewBN9Dro17LD+OWH3rzG+7X8E5X9QRGxGeUHmj0y89+NVYN47nvxXXKQz3u3hjWuGU8vYp5h4fe+hknGQINoOuKhQTAdsdEgmI4Yqd9NR6zU76YrbuoZewD2j6fWxz+1Lb8aeFJELJ6Z909znvrFJcAamXlrRMxpW9eqtz+3Lb+a8iEzEuoHya4dVm0NXEeZnwCsp/uAX8ODd2w8AfgIpQHwW5QvpTDi9VS9j3InzyGUoVJbfM8taB3gPxFxIfAcSm/Jz1EaTq0rWJsyJMTciDgZ2JTyI8+XKHdQW0edHQT8ETi8Ph/UehrK2Gaia25mzo2ItYG7I+IyYC3KHI4fzcyja9qnAv/IzLlt+7ia+fXWrxb1c2+Qy96u/b0K5XNvGM79osbf3ZTzqbR9PtQeBNcws3UxZtkz82rgXc1ldZielwN/qM+Xo8yF9OyI+CPlx68rKSNQnFY369eyw/jnHnrzGu/X8k9U9qbWCAdnthYM6rnv0XfJQT7v3RrKuGY8PYp5hoXf+xY0mRhoEE1HPDQIpiM2GgTTESP1u+mIlfraNMZNPWMDYP94eH28o235HZSemstSfjQdOZn5t3FWPxy4OzPvaVt+B/PrdCRFxC6UBq3dsZ46+RAwp/7/4czMiHgl1hMR8TRgf2DjzLwnIpqrfS1VtRF5LUrP0n0owd0WlEbTh1F6l456Xa1SH4+hzO/yKeAllLHQ/025vo16HS0gyhwy2wBvz8wH6uJBfd+NTGzTvOZGxGMoE30/hXJ35C2Uib2Pioh5mXkMpW7a64W67PHTk+uF16PPvYEse7tO79VhOvc9iL+7Ked4aWbss22CsnfyEcp8ydvU5+tQbn5ZgzI80H3Au4GTI2KTzDyHPi07jF/+Hr7G+7L83Z77iNgQeBbzbx5sGehz3zSJ75IDe94XwsjENeOZRMwz8Pzet6BFiIEGzjTFQ31vmmKjvjdNMVJfm6ZYaeBMUdzUMzYA9o/WpJnzxlj+AOpkFg+ts9byka2ziNiB0gX/+8AXKBcf62lBPwTOpcxD8eGIWIrSIDHS9VS/3Hwd+HpmXtQhie+5+WYBWwHXZmbrTuBz6h1N76PcFTnqdbVkfTwzM1uTIZ8TEStTGgEPxTpq9zbKl4VvNZYN6vtuJGKbDtfcpSnDdvw2M6+vyX5UvxQeQGkQH+Rzuqife4Na9nad3qu3MrznvqmbMnSbplOZB6YuIuJ9lJumDsvMk+viK4AtgZ9spqhNAAAXr0lEQVRlmTOpNU/YbyjXvnMY3LL36jU+qOVveTtljp8fty0finM/ye+So3DeRyKuGc8kY55h4Pe+BU02Bho2vYqHhsoixEaDblS+B3RrUWKlgTKFcVPP2ADYP26rj8sDNzSWL0c58e1dQlXcBsyOiCXr+PstyzG/TkdKROwFHEYZa3iHzJwXEdZTm8xsjTf90zp5876U4H3U62k3ytCoW9V5AFtm1ee+lqo6xM9POqw6A3gn5XN71Ovqzvp4Rtvys4H3UILkUa+jdtsCJ2Tm3Y1lg/q+G/rYptM1F7gLOLND8jOAzeuPRbdR6qVdX5/THn3uDWTZO3jIezUzh/bct+nmM6mbct4GrDpBmr4UEbMo7/29KMNat25yITNvBRYYwigz768/brypLhrIsvfwNT6Q5QeIiCUpPX8+2b5uGM79InyXHOrzXg19XDOeycY8mXlnh/UDxe99DzGpGGgYXgttevXZOBR6EBsNtBH6HjChHsRKA2OK46aeWazXO9SkXVUfn9i2/IlA1uBKD3UV87sONz2RMvnmSImIgylD7H0TeHWju7H1BETEoyNi59rg1/RrYDblLrZRr6ftgMcC/6IMZXIv8EzgzY3no15HQBniISLeHhGrtK1auj76epo/R8pSbctbPQN9PTVExGrAmjx0MulB/Qwf6thmrGtuRDw1It4ZEbPbNlma0tN8LqVuHh0RS7el6etz2qPPvYEse9NY79VhPvdtuvlM6qacV9H2+VBHIlidPq6LmsdjKD9wHZyZ72l+nkXEs+swQO2WpswZBYNb9l69xgey/NUGwCN46LV64M/9In6XHPbzDkMe14xnEWOegef3vvkWMQYaNr36bBx4PYqNBtoIfQ/oxqLGSgNhGuKmnrEBsH9cBfyVcicN8GCL+ZZAe3dZzXch8B8WrLcVKXNMjVS9RcQelG7GnwV2ysz7Gqutp2IF4BvAq9uWvwy4ETgB6+kdwPPa/v4InFL//y7WUcts4KvAG9uWv4pSZ8djXV0B/A14TdvyLYG/4+up3Xr18eK25YP6GT60sc0E19zHAl+m3PXYSj8LeCVwfv0y/GNgccpE4a00TwGeTn/XTS8+9wa17E1jvVeH+dw3dfOZ1E05fwysGhGt+oQyNPvD6e+6OIzyHtg7M/fvsP5ZwOER8ezWgvrlfgvgp3XRoJa9V6/xQS0/lPf/7cCVHdYN7LnvwXfJYT/vMMRxzXh6EPMMA7/3zbcoMdCw6dVn4zDoRWw06Eble0A3FjVW6nvTFDf1jEOA9onaRfRQ4AsRcQtwAbArZQLRT89o5vpYZt4ZEZ8HPhYRD1CCr/0pHzRHzGjmplFErAp8HPgd5Qf19SOimeSXwMjXU2b+ISJ+ABwWZc6/qykX4zcBb8nM20f99ZSZD7nTJCL+Ddycmb+sz0e6jloy8/8i4jvAR2tdXElp6HoVsK2fT5CZD0TEB4CjI+LLlDHRNwF2BN7le+4hngHclJk3NxcO6mtpWGObLq65FwI/A75SA/3rKTdXrAO8CCAz/xwRx1G+/DyCcuf4IcBvKTej9KVefO4NatnbdHyvAucxpOe+qYfn+SeUHxCPj4h9Kb3DPwmcmpmXTmeZuhURzwH2oAxlfWFEPL+x+v7MvAQ4jvKDwHERsT/lru99KUP6fKymHbiyV716jQ9q+aG8//84xo/ZA3nue/FdcgTO+9DGNePpRcwzDPzet4BJx0DDZoTi3nH1MDYadCPxPaBLixor9bVpjJt6xgbAPpKZX6qt3ntQuk1fBmyWmVfPbM763gcoY+7vQ/nAuBDYMTOHZvzkLmxGuSttbeCiDutXwXpqeTNlAt79KHNQXAG8JjO/X9dbTxOzjuZ7K/AhYE/K6+lK4FWZeVJdP/J1lZnHRMS9lLrYmXLn9Dsz82s1ycjXUcMjKfMidjKQ9TSksU0319xXAAcDBwIrAb8CNm3dSFHtTPnB8OOUUTl+BOxe55npZ7343BvUsrd0fK/W+SuG+dw3LfJ5rj+mb0P5gvw14G7gRMpnRb/ahjKkz6b1r2kusFz9QXBj4BPA5yj18zPgxZn5VxjYsvfsNT6o5a/GvFYP8Lnv1XfJYT7vwNDGNePpVcwzDPzeVyxqDDRsRiHunUhPYqNBN2LfAyaySLHSAJiWuKmXZs2bN4y9sCVJkiRJkiRJkqTR5ByAkiRJkiRJkiRJ0hCxAVCSJEmSJEmSJEkaIjYASpIkSZIkSZIkSUPEBkBJkiRJkiRJkiRpiNgAKEmSJEmSJEmSJA0RGwAlSZIkSZIkSZKkIbLETGdAkloi4ihgR2CNzLymsfyNwBzgicBGmfnTmcifJEnSZEXE8sDbgdcDT6F8F/s9cARwRGY+MIPZ0xRbmPM/Tky8UMsb688D/hvYJzMP62nBJEkjybhmtBnXSIPDHoCS+lpEvAQ4Brga2AX4w8zmSJIkaeFERAC/BA4Bfgd8APgw8B/gq8AxETFr5nKoqTST5z8iHg+8CJgL7DwVx5AkjRbjmtFmXCMNFnsASup3HwRuALbLzLkznRlJkqSFEREPA04EVgbWzczfNlYfFhFfBN4N/AL43AxkUVOoD87/G+rjF4D3RcS6mfnLKTiOJGkE9MF1TTOoD86/cY20kOwBKKlvRcTTgE2Aw238kyRJA+rdQAB7tf1I0rIPcAvwzmnNlabLTJ//NwBXAkfX5ztN0XEkSaNhpq9rmlkzff6Na6SFZA9ASf3sfcADwDfaV0TEMsCHKOONPwb4O/Bd4MDMvKuRbg5wwBj7/0tmrl7TnQus3npelz0KuApYPjNnRcTqwP8BH8nMOY10Yy3fCdgDWBO4AzgV2C8zr28ryxtrurUogdKpwP6ZeVNEXAM8YYz8/zQzN2yMj95yT62PI4GPZua8xrHeCuwGPK3m6ax6rGvGOEZru9Y+Pp2Z721bdwTwVhr1WZevBRwEbAQsBfyacn7ObNv+acCBwEuBJWu6D2Xm+XX90pRzuD2wGgvevPLTzNywpjuXtnM41vKIeBxwMPByYHlKAPnJzPx2I80cFnzt3AfcCPyAMtb8PR0rS5KkBb0OuBP4TqeVmfnviFgf+AtARBwCvB94emZe0UoXEYsB1wE/y8zX1uvbS4BfZ+ZzmvusscU369M1MvOaGpccWZc9s/mjTb2b+0bKNfHBeKbO7/IBYDtgdcq18HLg4Mw8abxCN2KHlrmUYaLel5nnTbDt8yh3jneyc2Ye1Ug7YWwTERsC54xzyAfnmOkQVzU9GHcshIU6/70UEU8H1gG+lJlXRkQCr4+IvTPz7l4fT5I0EoxrCuOaDoxrpP5jD0BJ/ehxEbEr8GbgmPbGqYhYCjib0kD4Y0rj2bn1+VkRsWSHfe4FvKnx181cggdRAsaFFhEHUILRP9Vjf40SZF4UESs30v0/SiD7H2A/4CjgjcCpEbEEsGcjzzfVfLeeH9R22NbyvSgNlx+hcTdURPwPZULmm4B96/+vAH5RGzEncjewTVs5l6zlai//2sBFlEbNg4H9KY17p0XE9o10TwEupjT+fYESjP8XcHYNkgE+QTm3PwXe1VYfCy0iHlOPuQllSIp96r6+FRH7dtik9drZFfgZJRjffzLHliSNljr/ybOBSzPz3rHSZeZVjRtLWjejvLYt2UuAVVnwB5e7gWfX+VCatmdsD7meA1vSFvPUvJ9Kuf79EHgP8EnKD2bHR8QTxzlGy/mUa+hOlHhgNeDkiHjEBNstXR/fw/zr/sHtiSYR23yNBePBH46Thze1/S103DHJ899LO9THE+rjDylxVvv5lyRpQsY1xjUY10gDxx6AkvrR+fXxDOBtHda/BXgBZciBz9RlX46I31Mai3YBvty2zQltd0ztQgn0OoqIZ1MmFP4H8Oi6+IH62KmBsbntEykTIB+amfs1ln8H+BWl8WiviFiR0kh3BrBVZt5f010DHA68LDNPaGz/MeCGzPxWp+M2l0fEt4DbgPWAIyNiTWBvSoD0qlavwIg4gdJQ93HGD6oBfgK8PCLWaty5tynwcOD3wHKNtJ8H/gk8pzV8a0R8vu7jsxHxwxoQfoxSn8/NzD/VdN8F/kwJeF9b/87NzJ2aman1MRkHAw8DntHojfmFiPg28NGIODozb2ykb752vhoRm1LqVZKkiaxM+c51/UQJWzLz8oj4HeX6N6ex6nWUa/tpjWWXAk8Htga+BBARKwAvAy4DntXhED+h/FDSvI5u3yH9esB/A+/MzK+2FkbERZTYZVvgUxMU5+q2+ORO4LOUu9ovHme71g9lX2/d0V3vdv9AY1+TiW0uasvPk+lwIxMsGFfVtJOJOxb6/PdK/ZHu9ZTRJVq9BH5A6YWxE3DcdOdJkjTwjGuMa4xrpAFjD0BJ/Wg3SiPg5iwYILZsA9wOfLFt+Wfr8m17kIfP1Dw0h6u8idIIuNoE225H+Xw9KSJWbv1RGhN/DWxV021CaYj6Yqvxr/oW8FxKr8auNY61GqXHHMwfZmJrYBalUfLBoSsy82LKkBJb1R6H47mEEug1767antIL88G7xyJiJcrdfKcBSzfKvwIlmH0U8Lw65McWwGmtxr+ap5uBFwG710WLA//urhbGV4+5LXAecG/b+TkemE1p1GxasaZ5bO2ZugJjD98hSVJT6/q++EJudyywZkQ8A6Beo18JHN82xNG9lB+tmtfm7SjXzTPG2PdJwLoRsWrd97KUO+W/10xUY4QVmT+8FhGxeKMszRt/xjK7XkNXiYhnUe7cvh3ICbZbFZg7wXBOvYhtptpkz38vvJBys9vJmXkfQGb+ErgW2Kx1/iVJWgjGNcY1YFwjDZSZ/uCQpE5OofSAuwjYPyJ+0TYe+xqUO68WGHIgM++JiKsZe868rkTEaygNUM+hDP/Y2v9dEXEO8NqI+AllGNJH89AGxyfVxwvHOERrKITV6+NVzZWZ+R9KT8GF9c+257+nBNpQ6gw6B6ZXAptR7ub6xzj7nwecTAnGD42I2ZThKPZkwYmXW+Xfrf51shrwR0qQfVX7ysy8vPH0RGDHiHgvZciOf9W8TOYmlpWBR1DO2VgNxe0NvO3n4h+UHo6SJE3kFsp1/5ELud2xlB7rr6HMTbMp5Rp2bIe0JwJHRcTymXkH5eacEyhDYnXyE8rcLVtTho7aui4/GTikLe29wDvrXepPrn+tu9i7uQ6/rv41fTAzb51gu9Up8yuPpxexzVSb7PnvhTfUx5+3DRt2LmWY/TdRRs6QJKlbxjXGNcY10oCxB6CkvlTvjHobpaHn81EmcW6ZNc6mizG/gW2h1eN8Ajg8M3/TIclbgSuAbwB/pfSKe3tbmtbdUNtQAtv2vy3b0j1Ab7T2vxVlaNE1gUPruonqDLqrtxOB9SPikZQemkszf/z1lla5vkjn8m9KCdK6Lf+elLv3DqbMgXgjpbGzfV6AbrSO+f1x8va9tm3eWJe/HHgvpQfg4ZM4tiRpxNQ7uC8CnjveXdsR8bGI+E5EPLpudy1wAfPny9keuIH5Qx41nUa5zm9We+FvzEOvZU33sODd9dtTbr6a25anFShxzicow3WfBOwIrD/OvtudRbmGvgx4NfAjYE5EPHeC7dZi4rvpexXbTJnJnv9FVY/1mvr0S5QfHVt/b67Ld+rFsSRJo8O4xrgG4xpp4NgDUFLfysxLI+KblAv6HpQxzwGuATaIiCWbvQAjYinKXVPnt++L0pDYjb0pw0J8aIw8/SUingM8gzL33XWUQK15N9c19fGvmXlZc/uI2IIyzj2UoQqg3HV2VSPNbOCbwLHNOQAnkpk/ajw9NSKeT6m7vRp56jQ2fVCC41u6OMyPKcNvbEUZwvSMzLw1IpppWse6ry1PRMRalHN0Vz3mvynlpy3dPsCjM3OfzLwjIg4Fnke5Y++jlCFHO86FOIF/1mMv2SFvq1F6fc5t2+aCxhyAZ0Qp7Nsj4uGZefsk8iBJGi3HU4bG3h74dvvKiFiaMn/x4sDNjVXHAl+q152tgG+3DRkOQGbeFhHnUX74+i9KnHE24/+gdRJweB0uaXPm31XdtDvlZqKNM/Mnjfy+YJz9tru+eb2NiAsow4m/gTLPz0PUOV5eyoJz+XRyTX1cmNim23iwlyZ7/hdFq5fAqcARHdYfQhmKbb3MdFhzSdLCMK6Zv61xTRvjGqn/2ANQUr/7IPAfYL86TxuUoRweDrynLe27geUpd3u1tG50uJeJPYIygfBHMrN9OM0HZea8zPxdZl6QmX/pkOTk+rhfDfYAqGPEn0Tp0QblbrF7KI1Jzbu9Xk25u2lRg7nFGvto5el9bXl6DuUOtlOb48yPpfbMPJMS7G1NhzvxMvN64JfAThHxmMaxlqT0nPw+sEQdt/0sYIuIeHwj3YrAvtShRCNi+Zr/VYCXZ+Z3a9D9n24qoS1v91HuKNwyIp7ZtvpTlDkKV37IhgtajNLoOxPBtiRp8HwN+AtwWGvum5Y698yXKfPjfrxtePP/pcQvHwFWAr4zzjFOpMyr+wbKfDr3TZCnUykx0hfqMU7vkGal+nhFI7+zmD+892RuJm19/xzvGrpJPfZpE+xrYWKbhYkHl+gyXbcme/4XxQ718ROZeUL7H+XueYCde3Q8SdLoMK6Zz7imwbhG6k/2AJTU1zLzrxHxGUrD3AGU4OwIylANn4qItSmNTetSLvYXA0dExKMod35tTQl2/tXF4VagDMvwhUXM8+UR8TnKHWYrRcQJlDvXdgPuoPYuzMwbI+JAyp1gZ9V0j6vpzmHBhswJRcQb679LA8+lBInfrsf6fSNPZ9djrVqPdQulfrt1InA0pffeSWOk2Z0yFv+lEfElyp1fr6fctbdfZrbuBNuPcs5+ERFfoEyg/TbK3IAfrGkOo8zruFMdOmQ8yzbqoeVRdfmmmXk2pawvBc6LiC9Sgtet6t9XM/P3bdtvGxE3AUtR7hjckdIr8I4J8iJJEpn5n4jYjnLTyyUR8W3KEFQrUW74eRZwHOVGlOZ2N0fEWZSbbv4vM38+zmFOBD5HuSP7wC7ydEtEnA+8EvhmzWN7stMp1/NTIuLrlOvg9pQY4wHKTVcTeWLjuvxflGG1odxM9BARsQFwEGWY9fUiYr3G6jXr4wYRcXq3sU09fmtYsBvGymhEPJFSfy8ZL11b+hcAF2bm1WOlm+z5rw6KiGa8scEEy4mIZSnlvSozzxsjW8dQhol/XUTsWW/wkiRpQsY1xjXGNdJgsQFQ0iA4hDKEwDsi4nOZeVVEbExpEHwtJei6jjJH3EGZeW9EPA04ktKg9IHM7La32F49uktpT8p8de8EPkkZtuJ84EOZ+YdWosw8KCKupwxxehhlQuevAQd0Gg5jAt+sjw9QhqH4Ggs27O1JaeB8Vz3WLZQebx8eoyfjWE4F7qfcgXZnpwSZeVFEvJByd9/elDH2k9KId3Qj3ZU1KD4Y+H81778AdqwB8MaUBsHTmtuNY2Xm10O7/YGzM/PPEbE+5YtEq7Hxasr8fp/rsN2n6+M8yvyDP6T0UJQkqSuZ+es6EsCelDvat6fcNf5b4C3AUWP0xP82Ze7g8e6SJzOvjYjLKD8U/bTLbJ0IbMQY8+pk5hkRsQuwD+VHnH8Bv6L8KHM45Waaifx3/YNy49CfgbfUG3I6eQdlyG8Y+3r+dkp93EB3sc0xlBEXvsf4dfMiykgFN1Jigom8mBJr7kyJI8a0COe/0xBm4y0H2BZYtuZtrPzcFhHfocxtvS3jz60kSdICjGsA4xrjGmlAzJo3zxHMJEnDLSLmABtm5oYznBVJkroWEdsD3wXWyswrZzo/Uy0ijgLIzJ3GSTMP2Cgzz52eXEmSpF4wrumYxrhG0pRyDkBJkiRJ6jN1/pd3ABePwo9kkiRpeBnXSNLMcAhQSdIo+C29nfhakqQpERFLUIaCWg1YD3jVzOZoWl3YRZpv08VcNpIkaeYZ10zIuEbSlHIIUEmSJEnqI3XemzWAT2fmnBnOjiRJ0qQZ10jSzLEBUJIkSZIkSZIkSRoizgEoSZIkSZIkSZIkDREbACVJkiRJkiRJkqQhYgOgJEmSJEmSJEmSNERsAJQkSZIkSZIkSZKGiA2AkiRJ+v/twQEJAAAAgKD/r/sRKgAAAAAjAfMlIj+adixbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax=plt.subplots(1, 3, sharey=True, figsize=(25,10))\n",
    "\n",
    "sns.barplot(y='country', x='term_in_months', data=df_country_median, alpha=0.6, ax=ax[0])\n",
    "ax[0].set_title(\"Медиана срока выплаты займа\", fontsize=20)\n",
    "ax[0].set_xlabel('Количество месяцев', fontsize=18)\n",
    "ax[0].set_ylabel(None)\n",
    "ax[0].tick_params(labelsize=16)\n",
    "\n",
    "sns.barplot(y='country', x='loan_amount', data=df_country_median, alpha=0.6, ax=ax[1])\n",
    "ax[1].set_title(\"Медиана суммы займа\", fontsize=20)\n",
    "ax[1].set_xlabel('Сумма в долл. США', fontsize=18)\n",
    "ax[1].set_ylabel(None)\n",
    "ax[1].tick_params(labelsize=16)\n",
    "\n",
    "sns.barplot(y='country', x='monthly_repayment', data=df_country_median, alpha=0.6, ax=ax[2])\n",
    "ax[2].set_title(\"Медиана ежемесячного платежа\", fontsize=20)\n",
    "ax[2].set_xlabel('Сумма в долл. США', fontsize=18)\n",
    "ax[2].set_ylabel(None)\n",
    "ax[2].tick_params(labelsize=16)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WXYXIsSpbznf"
   },
   "source": [
    "Перед нами наглядное представление о рейтинге беднейших стран, люди из которых пользуются платформой Kiva. Это страны, в которых люди могут позволить себе выплачивать суммы значительно меньшие, чем в других странах, — а значит, и уровень бедности там выше.\n",
    "\n",
    "- Гаити;\n",
    "- Нигерия;\n",
    "- Киргизия;\n",
    "- Уганда;\n",
    "- Гана.\n",
    "\n",
    "Как никогда стоит обратить внимание сообщества Kiva и направить усилия на поддержку самых нуждающихся!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QtU6L5VDbzng"
   },
   "source": [
    "# 3. Результаты и выводы\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nA6h4xYabzng"
   },
   "source": [
    "Пора подвести основные итоги и сделать выводы, которые могут быть полезны и интересны не только организаторам платформы Kiva, но и всему сообществу неравнодушных людей, которые стремятся сделать этот мир немного лучше.\n",
    "\n",
    "- Прежде всего необходимо отметить очень важную и знаменательную роль площадки Kiva и её сообщества. Для большого числа людей в совершенно разных частях нашей планеты Kiva играет важнейшую роль в части **поддержки операционной и хозяйственной деятельности**, активно дополняя, а часто выступая в роли частного банковского сектора.\n",
    "- В каждый момент времени стоит оказывать **адресную помощь** странам и регионам, которые больше всего **недофинансированы** относительно других. Это страны с высоким уровнем бедности, в которых люди могут позволить себе выплачивать суммы значительно мЕньшие, чем в других странах. Как никогда стоит обратить внимание сообщества Kiva и направить усилия на **поддержку самых нуждающихся**! Такие заявки могут быть отражены в отдельных категориях и включать призывы в свои заголовки: *Неотложные нужды, Срочно, Истекает срок финансирования*.\n",
    "- Используя положительный опыт Филиппин, стоит стимулировать рост выдачи небольших по сумме и сроку погашения займов, которые обеспечат **бОльшую занятость** населения и рост **деловой активности**. По возможности, стоит делить заявки из небогатых стран на небольшие и короткие займы, каждый из которых будет очередным маленьким шагом в большом деле.\n",
    "- Когда дело касается возможностей для развития человека — границы между мужчинами и женщинами стираются. Стоит стремиться к обеспечению доступа к финансированию для **женщин и мужчин в равной степени** и обратить внимание на те страны и регионы, где пока этот баланс нарушен. Например, для таких стран, как Самоа, Либерия, Того, выводить на главную страницу сначала займы от мужчин. Отличным шагом станет публикация личных историй и примеров женщин и мужчин, например, в **интернет-издательствах**, на **блогинг-платформах**, таких как medium.com, а также в видеоблоге Kiva на youtube.com.\n",
    "- Приоритетными должны становиться заявки, направленные на развитие отраслей с **высокой добавленной стоимостью и стимулированием производств**, так как они являются движущей силой и по цепочке начинают задействовать другие отрасли. А именно **строительство, производство, лёгкая промышленность**. Здесь очень кстати будет использование **умных рекомендательных систем** на сайте  Kiva.org, которые с бОльшей вероятностью будут подсказывать такие заявки.\n",
    "- Всё ещё довольна высока доля заявок, направленных на удовлетворение самых **базовых человеческих потребностей**. Такие просьбы не должны оставаться незамеченными, но быть первыми кандидатами на главной странице. Недопустимы такие ситуации, когда, например, в Нигерии люди ждут жизненно важную чистую воду по 10 дней. Дайджест таких заявок можно включать в **регулярные почтовые рассылки** всем участникам сообщества Kiva, когда-либо принимавшим участие в финансировании проектов.\n",
    "- Финансирование заявок на **крупные суммы** и **долгосрочные проекты** тоже работает. Для части стран возможность использовать Kiva будет играть решающую роль в формировании и реализации инфраструктурных и системообразующих проектов.\n",
    "- Для ряда регионов и стран присутствия, таких как **Южная Азия**, в частности **Пакистан** и **Индия**, есть отличные перспективы для расширения присутствия и деятельности со стороны сообщества Kiva.\n",
    "- Нередки случаи **проявлений неравенства между странами**, таких как, например, длительные ожидания финансирования для части заявок с совсем небольшими суммами. Мы уверены, что в силах организаторов платформы Kiva и сообщества **сглаживать такие явные неравенства**, регулируя результаты поисковой выдачи, наполнение рассылок и рекомендуемых заявок для участников сообщества."
   ]
  },
  {
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   "metadata": {
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   "source": [
    "# 4. Домашнее задание\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yAGPSgFVbznh"
   },
   "source": [
    "## 4.1. Самостоятельная работа\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "04Waz3uubznh"
   },
   "source": [
    "- А в каких странах преобладают мужчины? Группа людей? (п. 2.2.2.)\n",
    "- Изучите несколько займов с очень большими суммами. Что можно сказать о назначении этих заявок? В каких странах они оформлены? Каков гендерный состав заявителей? (п. 2.4.2.)\n",
    "- Попробуйте найти связь между странами (регионами), полом заёмщика и суммой заявки. Какие выводы можно сделать из этих данных? (п. 2.4.3.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4J8NsnCsbznh"
   },
   "source": [
    "## 4.2. Домашняя работа\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ev97SUmzbznh"
   },
   "source": [
    "Расширьте наш отчёт исследованием следующих вопросов:\n",
    "\n",
    "- Зависимость пола заёмщика от региона планеты, сектора экономики.\n",
    "- Влияние такого атрибута займа, как **Количество кредиторов** (lender_count) на суммы и сроки займов.\n",
    "- Влияние показателя **MPI** (многомерный индекс бедности) в разных странах на суммы займов и сроки погашения.\n",
    "- Взаимозависимости таких метрик, как «Сумма займа», «Срок займа», «Время финансирования заявки», «Ежемесячный платёж» в разрезе **макрорегионов**."
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  }
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